{"site":{"name":"Can Agents Use","description":"Search agent-friendly tools by API, CLI, MCP, browser support, pricing clarity, docs quality, sandbox support, and account setup.","url":"https://canagentsuse.com","interfaceVersion":"2026-06-07","source":"database","guidance":["Use public read-only endpoints instead of database access.","For bulk context, fetch /api/agent/catalog or /llms-full.txt once and search locally.","Do not poll search endpoints on every token or loop iteration; cache results in the agent session.","Prefer official evidence URLs before making recommendations.","Use caution notes for live money, production data, account, and compliance workflows."],"scoreModel":[{"key":"operability","label":"Machine operability","weight":25,"signals":[{"slug":"api","label":"API","weight":10},{"slug":"mcp","label":"MCP","weight":4},{"slug":"cli","label":"CLI","weight":6},{"slug":"browser","label":"Browser fallback","weight":5}]},{"key":"safety","label":"Agent safety","weight":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10},{"slug":"scoped-auth","label":"Scoped auth","weight":6},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4},{"slug":"human-review","label":"Human review guidance","weight":3},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2}]},{"key":"readability","label":"Agent readability","weight":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5},{"slug":"evidence-depth","label":"Evidence links","weight":4},{"slug":"docs-url","label":"Dedicated docs URL","weight":3}]},{"key":"setup","label":"Auth and setup","weight":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7},{"slug":"auth-clarity","label":"Auth model clarity","weight":5},{"slug":"self-serve","label":"Self-serve onboarding","weight":3}]},{"key":"reliability","label":"Production reliability","weight":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5},{"slug":"logs-audit","label":"Logs or audit trail","weight":4},{"slug":"versioned-api","label":"Versioned API","weight":3},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3}]}],"endpoints":{"llms":"https://canagentsuse.com/llms.txt","llmsFull":"https://canagentsuse.com/llms-full.txt","installGuide":"https://canagentsuse.com/agents","skill":"https://canagentsuse.com/skill.md","catalog":"https://canagentsuse.com/api/agent/catalog","search":"https://canagentsuse.com/api/agent/search","tool":"https://canagentsuse.com/api/agent/tools/{slug}","mcp":"https://canagentsuse.com/api/mcp","openapi":"https://canagentsuse.com/openapi.json"}},"tools":[{"slug":"stripe","name":"Stripe","url":"https://canagentsuse.com/tools/stripe","websiteUrl":"https://stripe.com","docsUrl":"https://docs.stripe.com","githubUrl":"https://github.com/stripe","tagline":"Programmable payments, billing, and checkout.","shortDescription":"A payments platform with mature APIs, test mode, SDKs, CLI workflows, and strong docs.","agentSummary":"Excellent for agents that need to create products, prices, checkout sessions, invoices, webhook tests, customer billing flows, inspect request logs, use idempotency keys, or connect Stripe's official MCP server from supported agent clients.","bestFor":"Billing setup, subscription catalogs, webhooks, and payment automation.","cautionNotes":"Stripe has test mode, test clocks, idempotency keys, request IDs, API versioning, webhook events, request logs, and documented rate limits; live money movement, tax, Connect onboarding, and compliance still need human review.","pricingSummary":"Public usage-based pricing with card processing, Billing, and add-on fees.","authModel":"API keys, restricted keys, OAuth for Connect, webhook secrets, API versioning, request IDs, idempotency keys, and OAuth or restricted-key auth for Stripe MCP.","accountCreation":"Self-serve signup; live activation requires business verification.","browserSupport":"Dashboard is usable by browser automation for review and setup gaps.","cliPackage":"stripe","apiBaseUrl":"https://api.stripe.com","mcpServer":"https://mcp.stripe.com","agentScore":96,"agentTier":"Native agent-ready","scoreBreakdown":{"score":96,"tier":"Native agent-ready","summary":"Native agent-ready: 96/100. Strongest in machine operability; weakest in auth and setup.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":25,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Extensive REST APIs and typed SDKs for payments and billing."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Official remote MCP server exposes Stripe API tools and Stripe knowledge-base search; local @stripe/mcp is also available."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Official CLI supports listen, trigger, fixtures, logs, and local webhook testing."},{"slug":"browser","label":"Browser fallback","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Dashboard is usable by browser automation for review and setup gaps."}]},{"key":"safety","label":"Agent safety","weight":25,"score":24.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Test mode, test clocks, and separate MCP sandbox/live access make agent-created billing flows safer."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":19,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":8,"maxScore":8,"supportLevel":"native","evidence":"Task-oriented docs include examples, API references, and testing guidance."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public pricing pages and object-level cost concepts are well documented."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"8 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":13,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup; live activation requires business verification."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"API keys, restricted keys, OAuth for Connect, webhook secrets, API versioning, request IDs, idempotency keys, and OAuth or restricted-key auth for Stripe MCP."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":15,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":742,"isFeatured":true,"categories":[{"slug":"billing-payments","name":"Billing & payments","description":"Payments, subscriptions, invoicing, tax, and pricing APIs.","sortOrder":10}],"useCases":[{"slug":"charge-a-customer","name":"Charge a customer","description":"Create checkout, subscriptions, invoices, and billing workflows."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"Official CLI supports listen, trigger, fixtures, logs, and local webhook testing.","evidenceUrl":"https://docs.stripe.com/stripe-cli"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Extensive REST APIs and typed SDKs for payments and billing.","evidenceUrl":"https://docs.stripe.com/api"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Official remote MCP server exposes Stripe API tools and Stripe knowledge-base search; local @stripe/mcp is also available.","evidenceUrl":"https://docs.stripe.com/mcp"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"native","detail":"Dashboard is usable by browser automation for review and setup gaps.","evidenceUrl":"https://stripe.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup; live activation requires business verification.","evidenceUrl":"https://stripe.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public pricing pages and object-level cost concepts are well documented.","evidenceUrl":"https://stripe.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"native","detail":"Task-oriented docs include examples, API references, and testing guidance.","evidenceUrl":"https://docs.stripe.com"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"native","detail":"Test mode, test clocks, and separate MCP sandbox/live access make agent-created billing flows safer.","evidenceUrl":"https://docs.stripe.com/test-mode"}]},{"slug":"github","name":"GitHub","url":"https://canagentsuse.com/tools/github","websiteUrl":"https://github.com","docsUrl":"https://docs.github.com","githubUrl":"https://github.com/github","tagline":"Code hosting, issues, Actions, and automation APIs.","shortDescription":"GitHub is one of the strongest agent-operated platforms thanks to git, gh CLI, REST, GraphQL, and Actions.","agentSummary":"Agents can create repos, push code, inspect issues, open PRs, run workflows, and read review feedback through CLI and APIs.","bestFor":"Repository operations, CI, code review, issue triage, and release flows.","cautionNotes":"Key limitations: Permission scopes and org policies matter; destructive git operations need guardrails. Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing with free, Team, Enterprise, Actions, storage, and Copilot dimensions.","authModel":"Git credentials, fine-grained PATs, GitHub Apps, OAuth, device login, and remote MCP OAuth/PAT authentication.","accountCreation":"Self-serve signup with email verification.","browserSupport":"The web UI is agent-operable for logged-in workflows when APIs are insufficient.","cliPackage":"gh","apiBaseUrl":"https://api.github.com","mcpServer":"https://api.githubcopilot.com/mcp/","agentScore":82,"agentTier":"Strong","scoreBreakdown":{"score":82,"tier":"Strong","summary":"Strong: 82/100. Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":24,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST and GraphQL APIs cover most platform data."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"GitHub's official MCP server supports repository, issue, pull request, Actions, code search, and support-doc workflows."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Official gh CLI covers repo, PR, issue, release, workflow, and auth tasks."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Browser flows are useful for settings and marketplace gaps."}]},{"key":"safety","label":"Agent safety","weight":25,"score":17.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs include API references, auth, webhooks, and Actions examples."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public pricing with free, Team, Enterprise, Actions, storage, and Copilot dimensions."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"8 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":13,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup with email verification."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Git credentials, fine-grained PATs, GitHub Apps, OAuth, device login, and remote MCP OAuth/PAT authentication."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":10.2,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":820,"isFeatured":true,"categories":[{"slug":"project-workflows","name":"Project workflows","description":"Issues, docs, CRM, spreadsheets, and team operations.","sortOrder":90},{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60}],"useCases":[{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent 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verification.","evidenceUrl":"https://github.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public pricing with free, Team, Enterprise, Actions, storage, and Copilot dimensions.","evidenceUrl":"https://github.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include API references, auth, webhooks, and Actions examples.","evidenceUrl":"https://docs.github.com"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production.","evidenceUrl":"https://docs.github.com"}]},{"slug":"terraform","name":"Terraform","url":"https://canagentsuse.com/tools/terraform","websiteUrl":"https://www.terraform.io","docsUrl":"https://developer.hashicorp.com/terraform/docs","githubUrl":"https://github.com/hashicorp/terraform","tagline":"Infrastructure as code with plans, providers, CLI, and state.","shortDescription":"Terraform gives agents a plan/apply workflow, provider ecosystem, CLI, state, and stable machine-readable IaC patterns.","agentSummary":"Very agent-friendly because changes can be proposed in code and reviewed through plan output before apply.","bestFor":"Infrastructure provisioning, reviewable cloud changes, drift inspection, and repeatable environments.","cautionNotes":"Key limitations: Never let agents apply production plans without human review, locked state, and scoped credentials. Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Open-source CLI plus HCP Terraform paid team/governance plans.","authModel":"Provider credentials, cloud tokens, HCP tokens, workspace permissions.","accountCreation":"CLI is local; HCP Terraform is self-serve.","browserSupport":"HCP Terraform UI supports plans, state, runs, and policy review.","cliPackage":"terraform","apiBaseUrl":"https://app.terraform.io/api/v2","mcpServer":null,"agentScore":82,"agentTier":"Strong","scoreBreakdown":{"score":82,"tier":"Strong","summary":"Strong: 82/100. Strongest in agent readability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":18,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"HCP Terraform API supports runs, workspaces, state versions, policies, and variables."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"CLI supports init, plan, validate, apply, import, state, and providers."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"HCP Terraform UI supports plans, state, runs, and policy review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":23.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"plan and validate provide reviewable dry-run behavior before apply."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":19,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":8,"maxScore":8,"supportLevel":"native","evidence":"Docs include CLI, language, providers, and cloud API references."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Open-source CLI plus HCP Terraform paid team/governance plans."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"CLI is local; HCP Terraform is self-serve."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Provider credentials, cloud tokens, HCP tokens, workspace permissions."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":760,"isFeatured":true,"categories":[{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60}],"useCases":[{"slug":"manage-infra","name":"Manage infra","description":"Provision, deploy, inspect, and automate cloud or platform resources."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"CLI supports init, plan, validate, apply, import, state, and providers.","evidenceUrl":"https://developer.hashicorp.com/terraform/cli"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"strong","detail":"HCP Terraform API supports runs, workspaces, state versions, policies, and variables.","evidenceUrl":"https://developer.hashicorp.com/terraform/cloud-docs/api-docs"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"HCP Terraform UI supports plans, state, runs, and policy review.","evidenceUrl":"https://www.terraform.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"CLI is local; HCP Terraform is self-serve.","evidenceUrl":"https://www.terraform.io"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Open-source CLI plus HCP Terraform paid team/governance plans.","evidenceUrl":"https://github.com/hashicorp/terraform"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"native","detail":"Docs include CLI, language, providers, and cloud API references.","evidenceUrl":"https://developer.hashicorp.com/terraform/docs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"native","detail":"plan and validate provide reviewable dry-run behavior before apply.","evidenceUrl":"https://developer.hashicorp.com/terraform/cli/commands/plan"}]},{"slug":"cloudflare","name":"Cloudflare","url":"https://canagentsuse.com/tools/cloudflare","websiteUrl":"https://www.cloudflare.com","docsUrl":"https://developers.cloudflare.com","githubUrl":"https://github.com/cloudflare","tagline":"Edge compute, DNS, storage, workers, AI, and official MCP servers.","shortDescription":"Cloudflare exposes broad API, Wrangler CLI, Workers, Pages, R2, KV, D1, Vectorize, AI, and MCP servers.","agentSummary":"Agents can deploy Workers, manage DNS, inspect analytics, provision storage, and connect through Cloudflare MCP servers.","bestFor":"Edge deployment, DNS, Workers, storage, observability, and agent infrastructure.","cautionNotes":"Key limitations: DNS, firewall, and production deployment changes need explicit human approval. Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing across plans and usage-based developer products.","authModel":"API tokens with scoped permissions, OAuth, account IDs, and Wrangler login.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard is important for account, DNS, logs, and billing review.","cliPackage":"wrangler","apiBaseUrl":"https://api.cloudflare.com/client/v4","mcpServer":"https://mcp.cloudflare.com/mcp","agentScore":81,"agentTier":"Strong","scoreBreakdown":{"score":81,"tier":"Strong","summary":"Strong: 81/100. Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":24,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Cloudflare API reference covers account, DNS, Workers, Pages, R2, KV, and security products."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Official Cloudflare MCP server exposes the Cloudflare API through token-efficient Code Mode; Cloudflare also publishes a docs MCP server."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Wrangler CLI manages Workers, Pages, D1, KV, R2, and local dev."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard is important for account, DNS, logs, and billing review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Local dev, preview deployments, and scoped API tokens support safer automation."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent 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API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":760,"isFeatured":true,"categories":[{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60},{"slug":"databases-storage","name":"Databases & storage","description":"Postgres, object storage, vector search, and data backends.","sortOrder":40},{"slug":"ai-models","name":"AI models","description":"Model APIs, inference gateways, embeddings, reranking, and generation.","sortOrder":15}],"useCases":[{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."},{"slug":"manage-infra","name":"Manage infra","description":"Provision, deploy, inspect, and automate cloud or platform resources."},{"slug":"call-models","name":"Call models","description":"Generate, embed, rerank, transcribe, or route AI model requests."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"Wrangler CLI manages Workers, Pages, D1, KV, R2, and local dev.","evidenceUrl":"https://developers.cloudflare.com/workers/wrangler/"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Cloudflare API reference covers account, DNS, Workers, Pages, R2, KV, and security products.","evidenceUrl":"https://developers.cloudflare.com/api/"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Official Cloudflare MCP server exposes the Cloudflare API through token-efficient Code Mode; Cloudflare also publishes a docs MCP server.","evidenceUrl":"https://github.com/cloudflare/mcp"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard is important for account, DNS, logs, and billing review.","evidenceUrl":"https://www.cloudflare.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup.","evidenceUrl":"https://www.cloudflare.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public pricing across plans and usage-based developer products.","evidenceUrl":"https://www.cloudflare.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Official docs are listed for API behavior, authentication, limits, examples, and setup review.","evidenceUrl":"https://developers.cloudflare.com"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Local dev, preview deployments, and scoped API tokens support safer automation.","evidenceUrl":"https://developers.cloudflare.com"}]},{"slug":"playwright","name":"Playwright","url":"https://canagentsuse.com/tools/playwright","websiteUrl":"https://playwright.dev","docsUrl":"https://playwright.dev/docs/intro","githubUrl":"https://github.com/microsoft/playwright","tagline":"Reliable browser automation for Chromium, Firefox, and WebKit.","shortDescription":"A browser automation framework that agents can use for testing, scraping, visual QA, and logged-in workflows.","agentSummary":"Great local primitive for agents that need to see, click, type, screenshot, and validate web apps.","bestFor":"Browser QA, screenshots, UI flows, and deterministic web automation.","cautionNotes":"Key limitations: Anti-bot rules and human-sensitive websites need care. 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Strongest in auth and setup; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":21,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Node, Python, Java, and .NET APIs expose browser control."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"CLI supports install, test, codegen, screenshots, traces, and reports."},{"slug":"browser","label":"Browser fallback","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Designed for direct browser operation and assertions."}]},{"key":"safety","label":"Agent safety","weight":25,"score":16.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs include testing, locators, auth state, traces, and CI recipes."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Open source; infrastructure cost depends on where browsers run."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":14,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":7,"maxScore":7,"supportLevel":"native","evidence":"No account needed."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"No hosted account required for the local library."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":7,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":690,"isFeatured":true,"categories":[{"slug":"scraping-content","name":"Scraping & content","description":"Web extraction, search, crawling, browser automation, and content APIs.","sortOrder":30},{"slug":"project-workflows","name":"Project workflows","description":"Issues, docs, CRM, spreadsheets, and team operations.","sortOrder":90}],"useCases":[{"slug":"extract-web-data","name":"Extract web data","description":"Search, crawl, scrape, parse, and normalize public web content."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"CLI supports install, test, codegen, screenshots, traces, and reports.","evidenceUrl":"https://playwright.dev/docs/intro"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Node, Python, Java, and .NET APIs expose browser control.","evidenceUrl":"https://playwright.dev/docs/intro"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"native","detail":"Designed for direct browser operation and assertions.","evidenceUrl":"https://playwright.dev/docs/intro"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"native","detail":"No account needed.","evidenceUrl":"https://playwright.dev"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Open source; infrastructure cost depends on where browsers run.","evidenceUrl":"https://github.com/microsoft/playwright"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include testing, locators, auth state, traces, and CI recipes.","evidenceUrl":"https://playwright.dev/docs/intro"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production.","evidenceUrl":"https://playwright.dev/docs/intro"}]},{"slug":"openai","name":"OpenAI","url":"https://canagentsuse.com/tools/openai","websiteUrl":"https://openai.com","docsUrl":"https://platform.openai.com/docs","githubUrl":null,"tagline":"Model, embeddings, realtime, image, and agent APIs.","shortDescription":"A broad AI platform with documented REST APIs, SDKs, model pricing, request IDs, and usage controls.","agentSummary":"Agents can call chat, responses, embeddings, image, audio, realtime, and tool-oriented APIs with clear request and response schemas.","bestFor":"Model calls, embeddings, speech, image generation, evals, and agent backends.","cautionNotes":"Key limitations: Production agents need budget controls, data-handling review, prompt-injection defenses, and model-specific evals. Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public per-model usage pricing with separate input, output, cached, and media dimensions.","authModel":"API keys, project keys, organization/project scoping, and request IDs for support.","accountCreation":"Self-serve signup; paid usage requires billing setup.","browserSupport":"Dashboard is useful for keys, usage, logs, evals, and project setup.","cliPackage":null,"apiBaseUrl":"https://api.openai.com/v1","mcpServer":null,"agentScore":74,"agentTier":"Usable","scoreBreakdown":{"score":74,"tier":"Usable","summary":"Usable: 74/100. 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paid usage requires billing setup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API keys, project keys, organization/project scoping, and request IDs for support."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":10,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":820,"isFeatured":true,"categories":[{"slug":"ai-models","name":"AI models","description":"Model APIs, inference gateways, embeddings, reranking, and generation.","sortOrder":15}],"useCases":[{"slug":"call-models","name":"Call models","description":"Generate, embed, rerank, transcribe, or route AI model requests."},{"slug":"build-rag","name":"Build RAG","description":"Index documents, retrieve context, run hybrid search, and manage vectors."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"REST API covers model, embedding, realtime, image, and audio workflows.","evidenceUrl":"https://platform.openai.com/docs/api-reference"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard is useful for keys, usage, logs, evals, and project setup.","evidenceUrl":"https://openai.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup; paid usage requires billing setup.","evidenceUrl":"https://openai.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Pricing is public by model and modality.","evidenceUrl":"https://platform.openai.com/docs/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"native","detail":"API reference and guides include curl examples, SDKs, request IDs, and model-specific notes.","evidenceUrl":"https://platform.openai.com/docs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"Agents can test in separate projects and enforce usage limits before production rollout.","evidenceUrl":null}]},{"slug":"anthropic","name":"Anthropic","url":"https://canagentsuse.com/tools/anthropic","websiteUrl":"https://www.anthropic.com","docsUrl":"https://docs.anthropic.com","githubUrl":null,"tagline":"Claude API for messages, tools, files, and agent workflows.","shortDescription":"Claude's API provides Messages, tool use, prompt caching, batches, files, and model pricing docs.","agentSummary":"Strong for agents that need tool-calling, long-context reasoning, batch work, and clear model behavior documentation.","bestFor":"Claude-powered agents, tool use, document reasoning, and batch analysis.","cautionNotes":"Key limitations: Agents need spend limits, tool permission boundaries, and review for high-impact automated decisions. Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public per-token model pricing with cache and batch concepts documented.","authModel":"API keys, workspace/admin controls, and request IDs.","accountCreation":"Self-serve Console signup with billing for paid API use.","browserSupport":"Console supports keys, usage, workbench testing, and workspace settings.","cliPackage":null,"apiBaseUrl":"https://api.anthropic.com","mcpServer":null,"agentScore":73,"agentTier":"Usable","scoreBreakdown":{"score":73,"tier":"Usable","summary":"Usable: 73/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Messages API supports tool use, streaming, files, batches, and model operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console supports keys, usage, workbench testing, and workspace settings."}]},{"key":"safety","label":"Agent safety","weight":25,"score":18.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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Respect robots.txt, site terms, rate limits, copyright, authentication boundaries, and anti-bot controls before asking an agent to crawl or extract content. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public free and paid tiers based on credits and extraction volume.","authModel":"API key.","accountCreation":"Self-serve account and API key flow.","browserSupport":"Dashboard exists for keys and usage; primary path is API.","cliPackage":null,"apiBaseUrl":"https://api.firecrawl.dev","mcpServer":null,"agentScore":62,"agentTier":"Usable","scoreBreakdown":{"score":62,"tier":"Usable","summary":"Usable: 62/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"API-first scraping and crawl endpoints."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard exists for keys and usage; primary path is API."}]},{"key":"safety","label":"Agent safety","weight":25,"score":10.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs are organized around scrape, crawl, map, extract, and SDK flows."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Credit-oriented pricing is visible before implementation."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve account and API key flow."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"API key."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":518,"isFeatured":true,"categories":[{"slug":"scraping-content","name":"Scraping & content","description":"Web extraction, search, crawling, browser automation, and content APIs.","sortOrder":30}],"useCases":[{"slug":"extract-web-data","name":"Extract web data","description":"Search, crawl, scrape, parse, and normalize public web content."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"API-first scraping and crawl endpoints.","evidenceUrl":"https://docs.firecrawl.dev/api-reference"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard exists for keys and usage; 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Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Open-source; managed cluster pricing depends on cloud provider.","authModel":"Kubeconfig, RBAC, service accounts, contexts, and admission policies.","accountCreation":"Local clusters or managed cloud clusters; no central signup.","browserSupport":"Dashboards vary; CLI is usually better for agents.","cliPackage":"kubectl","apiBaseUrl":"https://kubernetes.default.svc","mcpServer":null,"agentScore":85,"agentTier":"Strong","scoreBreakdown":{"score":85,"tier":"Strong","summary":"Strong: 85/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Kubernetes API reference covers resources and operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"kubectl supports get, describe, logs, diff, apply, rollout, and dry-run workflows."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboards vary; CLI is usually better for agents."}]},{"key":"safety","label":"Agent safety","weight":25,"score":22.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"dry-run, local clusters, namespaces, and RBAC make staged changes possible."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs are comprehensive and versioned."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Open-source; managed cluster pricing depends on cloud provider."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Local clusters or managed cloud clusters; no central signup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Kubeconfig, RBAC, service accounts, contexts, and admission policies."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":12.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":780,"isFeatured":false,"categories":[{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60}],"useCases":[{"slug":"manage-infra","name":"Manage infra","description":"Provision, deploy, inspect, and automate cloud or platform resources."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"kubectl supports get, describe, logs, diff, apply, rollout, and dry-run workflows.","evidenceUrl":"https://kubernetes.io/docs/reference/kubectl/"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Kubernetes API reference covers resources and operations.","evidenceUrl":"https://kubernetes.io/docs/reference/kubernetes-api/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboards vary; 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Strongest in production reliability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Shopify Admin GraphQL, Storefront API, and webhooks cover commerce operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Shopify CLI supports app and theme development, dev stores, config, and deploy workflows."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Admin UI is important for app setup, products, and merchant review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Development stores and Bogus Gateway support testing."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs include API reference, CLI, webhooks, app auth, and checkout guidance."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public store plans and app billing concepts; merchant costs vary by plan/add-ons."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve stores and development stores through partner/dev flows."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"OAuth apps, access scopes, app proxies, webhooks, and custom app tokens."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":13.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":740,"isFeatured":false,"categories":[{"slug":"commerce","name":"Commerce","description":"Stores, merchant operations, checkouts, tax, subscriptions, and order APIs.","sortOrder":115},{"slug":"billing-payments","name":"Billing & payments","description":"Payments, subscriptions, invoicing, tax, and pricing APIs.","sortOrder":10}],"useCases":[{"slug":"charge-a-customer","name":"Charge a customer","description":"Create checkout, subscriptions, invoices, and billing workflows."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"Shopify CLI supports app and theme development, dev stores, config, and deploy workflows.","evidenceUrl":"https://shopify.dev/docs/api/shopify-cli"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Shopify Admin GraphQL, Storefront API, and webhooks cover commerce operations.","evidenceUrl":"https://shopify.dev/docs/api"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Admin UI is important for app setup, products, and merchant review.","evidenceUrl":"https://www.shopify.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve stores and development stores through partner/dev flows.","evidenceUrl":"https://www.shopify.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public store plans and app billing concepts; 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enterprise pricing and API limits can be complex."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Developer orgs are self-serve; enterprise orgs are contracted."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"OAuth, connected apps, JWT bearer flow, profiles, permission sets, and org scopes."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":760,"isFeatured":false,"categories":[{"slug":"crm-sales","name":"CRM & sales","description":"CRM records, support tickets, sales operations, and customer systems.","sortOrder":75}],"useCases":[{"slug":"sync-crm","name":"Sync CRM","description":"Read and update contacts, companies, deals, tickets, and customer history."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"Salesforce CLI supports org auth, metadata deploys, data operations, and scratch orgs.","evidenceUrl":"https://developer.salesforce.com/tools/salesforcecli"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Salesforce has REST, SOAP, Bulk, Metadata, and Tooling APIs.","evidenceUrl":"https://developer.salesforce.com/docs/apis"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"native","detail":"Setup UI is central for permissions, apps, and schema review.","evidenceUrl":"https://www.salesforce.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Developer orgs are self-serve; 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Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public seat and usage-based pricing with free tier.","authModel":"OAuth, personal access tokens, team/site permissions.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard supports sites, deploy logs, domains, billing, and env vars.","cliPackage":"netlify","apiBaseUrl":"https://api.netlify.com/api/v1","mcpServer":null,"agentScore":82,"agentTier":"Strong","scoreBreakdown":{"score":82,"tier":"Strong","summary":"Strong: 82/100. 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policies require careful review before exposing data. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public project-based pricing with free tier and usage add-ons.","authModel":"Project API keys, JWTs, service role keys, OAuth providers, and hosted MCP OAuth or access-token auth.","accountCreation":"Self-serve signup; organizations and billing for production scale.","browserSupport":"Dashboard is strong for setup and inspection.","cliPackage":"supabase","apiBaseUrl":null,"mcpServer":"https://mcp.supabase.com/mcp","agentScore":82,"agentTier":"Strong","scoreBreakdown":{"score":82,"tier":"Strong","summary":"Strong: 82/100. 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Docker Hub signup is self-serve.","evidenceUrl":"https://www.docker.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public Docker Desktop/Hub/team pricing plus open-source Engine components.","evidenceUrl":"https://github.com/docker"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include CLI, API, Compose, Dockerfile, and security references.","evidenceUrl":"https://docs.docker.com/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"native","detail":"Local containers provide isolated repeatable test environments.","evidenceUrl":"https://docs.docker.com"}]},{"slug":"pulumi","name":"Pulumi","url":"https://canagentsuse.com/tools/pulumi","websiteUrl":"https://www.pulumi.com","docsUrl":"https://www.pulumi.com/docs","githubUrl":"https://github.com/pulumi/pulumi","tagline":"Infrastructure as code using real programming languages.","shortDescription":"Pulumi provides CLI previews, SDKs, Automation API, ESC, and Pulumi Cloud REST API.","agentSummary":"Agents can propose infrastructure as code, run previews, and call Pulumi Cloud APIs with JSON output.","bestFor":"Programmable IaC, previewed infra changes, multi-cloud provisioning, and automation APIs.","cautionNotes":"Key limitations: Apply/update operations can change production infrastructure; require review and scoped stack tokens. Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Open-source CLI plus public Pulumi Cloud pricing.","authModel":"Pulumi access tokens, cloud provider credentials, ESC environments, and stack permissions.","accountCreation":"CLI can run locally; Pulumi Cloud self-serve signup.","browserSupport":"Pulumi Cloud UI supports stacks, previews, resources, and audit review.","cliPackage":"pulumi","apiBaseUrl":"https://api.pulumi.com","mcpServer":null,"agentScore":81,"agentTier":"Strong","scoreBreakdown":{"score":81,"tier":"Strong","summary":"Strong: 81/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"pulumi api can call Pulumi Cloud REST endpoints non-interactively."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"CLI supports preview, up, destroy, stack, config, and JSON output."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Pulumi Cloud UI supports stacks, previews, resources, and audit review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":23.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Preview provides a dry-run before infrastructure updates."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs cover CLI, SDKs, Automation API, and cloud APIs."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Open-source CLI plus public Pulumi Cloud pricing."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"CLI can run locally; Pulumi Cloud self-serve signup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Pulumi access tokens, cloud provider credentials, ESC environments, and stack permissions."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":560,"isFeatured":false,"categories":[{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60}],"useCases":[{"slug":"manage-infra","name":"Manage infra","description":"Provision, deploy, inspect, and automate cloud or platform resources."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"CLI supports preview, up, destroy, stack, config, and JSON output.","evidenceUrl":"https://www.pulumi.com/docs/iac/cli/"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"pulumi api can call Pulumi Cloud REST endpoints non-interactively.","evidenceUrl":"https://www.pulumi.com/docs/iac/cli/api/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Pulumi Cloud UI supports stacks, previews, resources, and audit review.","evidenceUrl":"https://www.pulumi.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"CLI can run locally; 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Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing by organization, database, storage, and usage.","authModel":"OAuth login, service tokens, org/database permissions, and CLI config.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard helps review branches, deploy requests, and usage.","cliPackage":"pscale","apiBaseUrl":"https://api.planetscale.com","mcpServer":"pscale mcp server","agentScore":80,"agentTier":"Strong","scoreBreakdown":{"score":80,"tier":"Strong","summary":"Strong: 80/100. 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messaging, phone numbers, consent, compliance, and spend need strict human review. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public per-channel usage pricing by destination and product.","authModel":"Account SID/Auth Token, API keys, subaccounts, OAuth for some products, and webhook signatures.","accountCreation":"Self-serve trial with phone verification; production messaging requires compliance setup.","browserSupport":"Console is important for number setup, logs, messaging compliance, and billing.","cliPackage":"twilio","apiBaseUrl":"https://api.twilio.com/2010-04-01","mcpServer":null,"agentScore":80,"agentTier":"Strong","scoreBreakdown":{"score":80,"tier":"Strong","summary":"Strong: 80/100. Strongest in agent readability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Docs cover messaging, voice, conversations, verification, OpenAPI, SDKs, and webhooks."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Twilio CLI manages resources from the terminal."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console is important for number setup, logs, messaging compliance, and billing."}]},{"key":"safety","label":"Agent safety","weight":25,"score":18.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":19,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":8,"maxScore":8,"supportLevel":"native","evidence":"Docs include quickstarts, SDKs, API refs, OpenAPI, Postman, status, and error codes."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Channel and destination pricing is public."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve trial with phone verification; production messaging requires compliance setup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Account SID/Auth Token, API keys, subaccounts, OAuth for some products, and webhook signatures."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":10.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":740,"isFeatured":false,"categories":[{"slug":"email-messaging","name":"Email & messaging","description":"Transactional email, SMS, chat, and collaboration surfaces.","sortOrder":70},{"slug":"automation-integrations","name":"Automation & integrations","description":"Workflow automation, connectors, forms, and cross-SaaS orchestration.","sortOrder":65}],"useCases":[{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"Twilio CLI manages resources from the terminal.","evidenceUrl":"https://www.twilio.com/docs/twilio-cli/quickstart"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Docs cover messaging, voice, conversations, verification, OpenAPI, SDKs, and webhooks.","evidenceUrl":"https://www.twilio.com/docs"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Console is important for number setup, logs, messaging compliance, and billing.","evidenceUrl":"https://www.twilio.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve trial with phone verification; 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use privacy controls and scoped keys. Issue resolution, alert muting, analytics interpretation, PII in logs, sampling, and retention settings can hide incidents or expose user data if automated too broadly. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public usage-based pricing with free allowances.","authModel":"Project API keys, personal API keys, roles, and organization permissions.","accountCreation":"Self-serve cloud signup or self-hosting.","browserSupport":"Dashboard is important for insights, flags, and replay review.","cliPackage":null,"apiBaseUrl":"https://app.posthog.com/api","mcpServer":null,"agentScore":79,"agentTier":"Strong","scoreBreakdown":{"score":79,"tier":"Strong","summary":"Strong: 79/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Docs cover capture, query, feature flag, persons, projects, and data pipeline APIs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard is important for insights, flags, and replay review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing with free, Pro, Enterprise, bandwidth, and function usage dimensions.","authModel":"CLI login, tokens, team scopes, Git provider auth, and OAuth for the hosted Vercel MCP server.","accountCreation":"Self-serve signup via Git providers or email.","browserSupport":"Dashboard is important for project settings, logs, and billing.","cliPackage":"vercel","apiBaseUrl":null,"mcpServer":"https://mcp.vercel.com","agentScore":79,"agentTier":"Strong","scoreBreakdown":{"score":79,"tier":"Strong","summary":"Strong: 79/100. Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":24,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST API supports deployment and project automation."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Vercel's official remote MCP server searches docs, manages projects and deployments, and analyzes deployment logs."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"CLI supports deploys, builds, env, logs, projects, and domains."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard helps inspect builds, analytics, and configuration."}]},{"key":"safety","label":"Agent 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Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. 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Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":24,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Google Cloud APIs cover platform services with client libraries."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Google and Google Cloud provide remote MCP servers for supported Google products and cloud services."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"gcloud CLI is scriptable and includes bq, gsutil, and kubectl tooling."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console is important for billing, IAM, logs, and audits."}]},{"key":"safety","label":"Agent 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Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public usage-based pricing by records and requests.","authModel":"Application IDs and scoped API keys.","accountCreation":"Self-serve signup with free tier.","browserSupport":"Dashboard is important for relevance tuning and analytics review.","cliPackage":"algolia","apiBaseUrl":"https://{application-id}.algolia.net","mcpServer":null,"agentScore":77,"agentTier":"Strong","scoreBreakdown":{"score":77,"tier":"Strong","summary":"Strong: 77/100. 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radius: IAM, billing, data deletion, networking, and production changes require strict review. Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public service pricing calculators and per-service rates; complex at scale.","authModel":"IAM users/roles, STS, SSO, policies, permission boundaries, and access keys.","accountCreation":"Self-serve account creation with billing and identity verification.","browserSupport":"Console is broad and useful but risky for unsupervised agents.","cliPackage":"aws","apiBaseUrl":"https://aws.amazon.com/api","mcpServer":"https://awslabs.github.io/mcp/","agentScore":77,"agentTier":"Strong","scoreBreakdown":{"score":77,"tier":"Strong","summary":"Strong: 77/100. Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":23.2,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"AWS services expose APIs and SDKs with service-specific references."},{"slug":"mcp","label":"MCP","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"AWS provides managed and open-source MCP servers for AWS docs, APIs, infrastructure, databases, observability, and service-specific workflows."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"AWS CLI supports scriptable access to AWS services."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console is broad and useful but risky for unsupervised agents."}]},{"key":"safety","label":"Agent safety","weight":25,"score":16.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Separate accounts, IAM boundaries, and IaC plans can make agent work safer."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs are extensive, service-specific, and versioned."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public service pricing calculators and per-service rates; 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complex at scale.","evidenceUrl":"https://aws.amazon.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs are extensive, service-specific, and versioned.","evidenceUrl":"https://docs.aws.amazon.com/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"Separate accounts, IAM boundaries, and IaC plans can make agent work safer.","evidenceUrl":"https://docs.aws.amazon.com"}]},{"slug":"gitlab","name":"GitLab","url":"https://canagentsuse.com/tools/gitlab","websiteUrl":"https://about.gitlab.com","docsUrl":"https://docs.gitlab.com","githubUrl":"https://gitlab.com/gitlab-org/gitlab","tagline":"Git, issues, CI/CD, packages, API, CLI, and DevSecOps.","shortDescription":"GitLab provides REST and GraphQL APIs, glab CLI, CI/CD, issues, merge requests, packages, and deployments.","agentSummary":"Agents can manage repos, merge requests, issues, pipelines, and releases through CLI/API workflows.","bestFor":"Source control, CI/CD automation, issue triage, and release operations.","cautionNotes":"Key limitations: Repository permissions, pipeline variables, and destructive git operations need guardrails. Deploys, secret changes, IAM, billing, networking, deletes, and rollback paths have high production blast radius; require scoped credentials and review gates. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public SaaS/self-managed pricing with free and paid tiers.","authModel":"Personal/project/group access tokens, OAuth, deploy tokens, and roles.","accountCreation":"Self-serve SaaS signup or self-managed deployment.","browserSupport":"Browser UI is useful for reviews, pipelines, and permissions.","cliPackage":"glab","apiBaseUrl":"https://gitlab.com/api/v4","mcpServer":null,"agentScore":77,"agentTier":"Strong","scoreBreakdown":{"score":77,"tier":"Strong","summary":"Strong: 77/100. Strongest in agent readability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST and GraphQL APIs cover projects, issues, merge requests, pipelines, and releases."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"glab CLI supports issues, merge requests, pipelines, releases, and API calls."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Browser UI is useful for reviews, pipelines, and permissions."}]},{"key":"safety","label":"Agent safety","weight":25,"score":18.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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deployment."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Personal/project/group access tokens, OAuth, deploy tokens, and roles."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API 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Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public per-service pricing and calculator; enterprise discounts can vary.","authModel":"Entra ID, service principals, managed identities, RBAC, and CLI login.","accountCreation":"Self-serve signup with billing and identity verification.","browserSupport":"Portal is useful for IAM, monitoring, and billing review.","cliPackage":"az","apiBaseUrl":"https://management.azure.com","mcpServer":"npx -y @azure/mcp@latest server start","agentScore":77,"agentTier":"Strong","scoreBreakdown":{"score":77,"tier":"Strong","summary":"Strong: 77/100. 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enterprise discounts can vary."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"8 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup with billing and identity verification."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Entra ID, service principals, managed identities, RBAC, and CLI login."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.6,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":760,"isFeatured":false,"categories":[{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60},{"slug":"databases-storage","name":"Databases & storage","description":"Postgres, object storage, vector search, and data backends.","sortOrder":40},{"slug":"ai-models","name":"AI models","description":"Model APIs, inference gateways, embeddings, reranking, and generation.","sortOrder":15}],"useCases":[{"slug":"manage-infra","name":"Manage infra","description":"Provision, deploy, inspect, and automate cloud or platform resources."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."},{"slug":"call-models","name":"Call models","description":"Generate, embed, rerank, transcribe, or route AI model requests."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"Azure CLI covers resource and service management.","evidenceUrl":"https://learn.microsoft.com/en-us/cli/azure/"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Azure REST APIs and ARM resource APIs are documented.","evidenceUrl":"https://learn.microsoft.com/en-us/rest/api/azure/"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Microsoft's Azure MCP Server connects agent clients to Azure services and resources through Azure credentials.","evidenceUrl":"https://learn.microsoft.com/azure/developer/azure-mcp-server/overview"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"partial","detail":"Portal is useful for IAM, monitoring, and billing review.","evidenceUrl":"https://azure.microsoft.com/en-us"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup with billing and identity verification.","evidenceUrl":"https://azure.microsoft.com/en-us"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public per-service pricing and calculator; enterprise discounts can vary.","evidenceUrl":"https://azure.microsoft.com/en-us/pricing/calculator/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Microsoft Learn provides service docs, API refs, and CLI refs.","evidenceUrl":"https://learn.microsoft.com/azure/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production.","evidenceUrl":"https://learn.microsoft.com/azure"}]},{"slug":"discord","name":"Discord","url":"https://canagentsuse.com/tools/discord","websiteUrl":"https://discord.com","docsUrl":"https://docs.discord.com","githubUrl":"https://github.com/discord/discord-api-docs","tagline":"Communities, bots, interactions, webhooks, and REST/Gateway APIs.","shortDescription":"Discord exposes bot, interaction, application command, webhook, REST, and Gateway APIs with public docs.","agentSummary":"Agents can build bots, slash commands, and community workflows when token permissions and moderation are constrained.","bestFor":"Community bots, support servers, internal chatops, and event-driven workflows.","cautionNotes":"Key limitations: Posting, moderation, and member data require clear permissions and rate-limit handling. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Developer API is generally free; app monetization and premium features have separate rules.","authModel":"Bot tokens, OAuth2, application commands, permissions, and webhook URLs.","accountCreation":"Self-serve developer app creation.","browserSupport":"Developer portal and server UI are needed for app setup and permissions.","cliPackage":null,"apiBaseUrl":"https://discord.com/api/v10","mcpServer":null,"agentScore":75,"agentTier":"Strong","scoreBreakdown":{"score":75,"tier":"Strong","summary":"Strong: 75/100. Strongest in production reliability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12.5,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST API and Gateway support bots, interactions, webhooks, applications, and guild workflows."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Developer portal and server UI are needed for app setup and permissions."}]},{"key":"safety","label":"Agent safety","weight":25,"score":18.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Test servers and development apps allow safer bot testing."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Official docs include reference, changelog, OAuth, and interaction guides."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Developer API is generally free; app monetization and premium features have separate rules."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve developer app creation."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Bot tokens, OAuth2, application commands, permissions, and webhook URLs."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":14,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":580,"isFeatured":false,"categories":[{"slug":"email-messaging","name":"Email & messaging","description":"Transactional email, SMS, chat, and collaboration surfaces.","sortOrder":70},{"slug":"social-media","name":"Social media","description":"Publishing, monitoring, community, and social APIs.","sortOrder":20}],"useCases":[{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"REST API and Gateway support bots, interactions, webhooks, applications, and guild workflows.","evidenceUrl":"https://docs.discord.com/developers/reference"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"partial","detail":"Developer portal and server UI are needed for app setup and permissions.","evidenceUrl":"https://discord.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve developer app creation.","evidenceUrl":"https://discord.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Developer API is generally free; app monetization and premium features have separate rules.","evidenceUrl":"https://docs.discord.com/developers/topics/rate-limits"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Official docs include reference, changelog, OAuth, and interaction guides.","evidenceUrl":"https://docs.discord.com"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"Test servers and development apps allow safer bot testing.","evidenceUrl":null}]},{"slug":"elasticsearch","name":"Elasticsearch","url":"https://canagentsuse.com/tools/elasticsearch","websiteUrl":"https://www.elastic.co/elasticsearch","docsUrl":"https://www.elastic.co/docs","githubUrl":"https://github.com/elastic/elasticsearch","tagline":"Search and analytics engine with APIs, clients, and Elastic Cloud.","shortDescription":"Elasticsearch exposes extensive search, indexing, vector, observability, and cluster APIs.","agentSummary":"Agents can query, index, inspect, and automate search clusters if permissions and destructive actions are constrained.","bestFor":"Search infrastructure, log search, vector search, and analytics-heavy retrieval.","cautionNotes":"Key limitations: Cluster operations and index deletion are high-impact; use scoped credentials and dry-run checks. Issue resolution, alert muting, analytics interpretation, PII in logs, sampling, and retention settings can hide incidents or expose user data if automated too broadly. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Open-source/self-managed options plus public Elastic Cloud pricing.","authModel":"API keys, service accounts, users, roles, and cloud auth.","accountCreation":"Self-serve Elastic Cloud signup or local deployment.","browserSupport":"Kibana is useful for inspection, dashboards, and safe query iteration.","cliPackage":null,"apiBaseUrl":"https://www.elastic.co/docs/api","mcpServer":null,"agentScore":75,"agentTier":"Strong","scoreBreakdown":{"score":75,"tier":"Strong","summary":"Strong: 75/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Elastic API docs cover search, indexing, security, cluster, and vector operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Kibana is useful for inspection, dashboards, and safe query iteration."}]},{"key":"safety","label":"Agent safety","weight":25,"score":22.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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limitations: Live money, taxes, refunds, and license entitlements require review. Live payments, refunds, payouts, tax, disputes, and business verification can move money or create compliance exposure; keep agents in sandbox or test mode until a human approves live changes. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Account setup or elevated access may require vendor, admin, or compliance approval before an agent can operate independently.","pricingSummary":"Public merchant-of-record transaction pricing.","authModel":"API keys and webhook signing secrets.","accountCreation":"Self-serve signup; store activation required for live sales.","browserSupport":"Dashboard is useful for products, licenses, and store activation.","cliPackage":null,"apiBaseUrl":"https://api.lemonsqueezy.com/v1","mcpServer":null,"agentScore":75,"agentTier":"Strong","scoreBreakdown":{"score":75,"tier":"Strong","summary":"Strong: 75/100. Strongest in production reliability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"API docs cover products, variants, checkouts, subscriptions, customers, licenses, and webhooks."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard is useful for products, licenses, and store activation."}]},{"key":"safety","label":"Agent safety","weight":25,"score":18.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Test mode supports checkout, products, discounts, subscriptions, license keys, webhooks, and API integrations."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Official docs are listed for API behavior, authentication, limits, examples, and setup review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Pricing is public and transaction-based."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup; store activation required for live sales."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API keys and webhook signing secrets."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":13.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":480,"isFeatured":false,"categories":[{"slug":"billing-payments","name":"Billing & payments","description":"Payments, subscriptions, invoicing, tax, and pricing APIs.","sortOrder":10},{"slug":"commerce","name":"Commerce","description":"Stores, merchant operations, checkouts, tax, subscriptions, and order APIs.","sortOrder":115}],"useCases":[{"slug":"charge-a-customer","name":"Charge a customer","description":"Create checkout, subscriptions, invoices, and billing workflows."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"API docs cover products, variants, checkouts, subscriptions, customers, licenses, and webhooks.","evidenceUrl":"https://docs.lemonsqueezy.com/api"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard is useful for products, licenses, and store activation.","evidenceUrl":"https://www.lemonsqueezy.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup; store activation required for live sales.","evidenceUrl":"https://www.lemonsqueezy.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Pricing is public and transaction-based.","evidenceUrl":"https://www.lemonsqueezy.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Official docs are listed for API behavior, authentication, limits, examples, and setup review.","evidenceUrl":"https://docs.lemonsqueezy.com"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"native","detail":"Test mode supports checkout, products, discounts, subscriptions, license keys, webhooks, and API integrations.","evidenceUrl":"https://docs.lemonsqueezy.com/help/getting-started/test-mode"}]},{"slug":"neon","name":"Neon","url":"https://canagentsuse.com/tools/neon","websiteUrl":"https://neon.tech","docsUrl":"https://neon.tech/docs","githubUrl":"https://github.com/neondatabase","tagline":"Serverless Postgres with branching.","shortDescription":"A serverless Postgres platform with branching, CLI/API workflows, and connection pooling.","agentSummary":"Great for agents that need preview databases, branch-per-change workflows, normal Postgres tooling, and Neon MCP project/branch/database operations.","bestFor":"Preview DBs, Postgres apps, migration testing, and serverless deployment.","cautionNotes":"Key limitations: Branch and production connection strings need explicit safety rules. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing with free tier, compute, storage, and scale dimensions.","authModel":"API keys, OAuth for hosted MCP, org/project permissions, and database connection strings.","accountCreation":"Self-serve signup.","browserSupport":"Console is useful for branch inspection and credentials.","cliPackage":"neonctl","apiBaseUrl":null,"mcpServer":"https://mcp.neon.tech/mcp","agentScore":75,"agentTier":"Strong","scoreBreakdown":{"score":75,"tier":"Strong","summary":"Strong: 75/100. 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and scale dimensions.","evidenceUrl":"https://neon.tech/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Official docs are listed for API behavior, authentication, limits, examples, and setup review.","evidenceUrl":"https://neon.tech/docs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Database branching is a strong safety affordance for agents.","evidenceUrl":"https://neon.tech/docs"}]},{"slug":"railway","name":"Railway","url":"https://canagentsuse.com/tools/railway","websiteUrl":"https://railway.com","docsUrl":"https://docs.railway.com","githubUrl":"https://github.com/railwayapp","tagline":"Deploy apps, databases, and services with CLI and API.","shortDescription":"Railway provides a CLI, GraphQL/API workflows, deployments, logs, environments, templates, and managed services.","agentSummary":"Agents can deploy, inspect services, manage environment variables, and read logs through a compact CLI.","bestFor":"Quick app deployment, preview-ish environments, logs, and small managed services.","cautionNotes":"Key limitations: Environment variables, redeploys, and deletes need review. 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deletion operations should be reviewed. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing by service type and resource class.","authModel":"API keys, workspace permissions, REST API tokens, and Render MCP API-key auth.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard helps inspect logs, deploys, env vars, and billing.","cliPackage":"render","apiBaseUrl":"https://api.render.com/v1","mcpServer":"https://mcp.render.com/mcp","agentScore":75,"agentTier":"Strong","scoreBreakdown":{"score":75,"tier":"Strong","summary":"Strong: 75/100. 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Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Usage-based pricing by model hardware and runtime.","authModel":"API tokens.","accountCreation":"Self-serve signup; billing required for sustained usage.","browserSupport":"Web UI is helpful for model discovery and prediction inspection.","cliPackage":"replicate","apiBaseUrl":"https://api.replicate.com/v1","mcpServer":null,"agentScore":74,"agentTier":"Usable","scoreBreakdown":{"score":74,"tier":"Usable","summary":"Usable: 74/100. 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experimentation.","evidenceUrl":"https://docs.weaviate.io/deploy/installation-guides/docker-installation"}]},{"slug":"datadog","name":"Datadog","url":"https://canagentsuse.com/tools/datadog","websiteUrl":"https://www.datadoghq.com","docsUrl":"https://docs.datadoghq.com","githubUrl":"https://github.com/DataDog","tagline":"Metrics, logs, traces, monitors, incidents, and observability APIs.","shortDescription":"Datadog provides APIs, CLI-adjacent tooling, Terraform provider, monitors, dashboards, logs, traces, and incident workflows.","agentSummary":"Agents can query observability data, manage monitors, inspect logs, and triage production systems with scoped API keys.","bestFor":"Production monitoring, log search, incident triage, dashboards, and SLO workflows.","cautionNotes":"Key limitations: Monitor changes, incident updates, and sensitive logs need human review. Issue resolution, alert muting, analytics interpretation, PII in logs, sampling, and retention settings can hide incidents or expose user data if automated too broadly. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public product pricing but total cost can be complex across metrics, logs, APM, and hosts.","authModel":"API keys, application keys, service accounts, roles, and audit logs.","accountCreation":"Self-serve trial/signup.","browserSupport":"Dashboard is central for graphs, logs, monitors, and incidents.","cliPackage":null,"apiBaseUrl":"https://api.datadoghq.com","mcpServer":null,"agentScore":73,"agentTier":"Usable","scoreBreakdown":{"score":73,"tier":"Usable","summary":"Usable: 73/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":15,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Datadog API covers monitors, dashboards, logs, metrics, incidents, SLOs, and service catalog."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Dashboard is central for graphs, logs, monitors, and incidents."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":680,"isFeatured":false,"categories":[{"slug":"observability","name":"Observability","description":"Errors, logs, analytics, monitoring, and product telemetry.","sortOrder":80},{"slug":"analytics-product","name":"Analytics & product","description":"Product analytics, event pipelines, experiments, and business metrics.","sortOrder":85}],"useCases":[{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Datadog API covers monitors, dashboards, logs, metrics, incidents, SLOs, and service catalog.","evidenceUrl":"https://docs.datadoghq.com/api/latest/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"native","detail":"Dashboard is central for graphs, logs, monitors, and incidents.","evidenceUrl":"https://www.datadoghq.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve trial/signup.","evidenceUrl":"https://www.datadoghq.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"partial","detail":"Pricing is public, but multi-product usage can be complex.","evidenceUrl":"https://www.datadoghq.com/pricing/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include API reference, integrations, observability guides, and examples.","evidenceUrl":"https://docs.datadoghq.com/"}]},{"slug":"meilisearch","name":"Meilisearch","url":"https://canagentsuse.com/tools/meilisearch","websiteUrl":"https://www.meilisearch.com","docsUrl":"https://www.meilisearch.com/docs","githubUrl":"https://github.com/meilisearch/meilisearch","tagline":"Open-source search engine with simple APIs and cloud hosting.","shortDescription":"Meilisearch provides simple REST APIs for indexes, documents, search, tasks, API keys, and settings.","agentSummary":"Agents can spin up local search, index documents, and inspect asynchronous tasks with a small API surface.","bestFor":"Small and medium search apps, quick indexing, and local search experiments.","cautionNotes":"Key limitations: Production relevance and deletion operations still need review. Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Open-source self-hosting plus public cloud pricing.","authModel":"Master keys and scoped API keys.","accountCreation":"Self-serve cloud signup or local binary/Docker.","browserSupport":"Cloud UI and API task views help debug ingestion.","cliPackage":null,"apiBaseUrl":"https://www.meilisearch.com/docs/reference/api/overview","mcpServer":null,"agentScore":73,"agentTier":"Usable","scoreBreakdown":{"score":73,"tier":"Usable","summary":"Usable: 73/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12.5,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST API covers indexes, documents, search, tasks, keys, and settings."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Cloud UI and API task views help debug ingestion."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Local binary and Docker setup make safe experiments easy."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs 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keys."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":390,"isFeatured":false,"categories":[{"slug":"search-rag","name":"Search & RAG","description":"Vector databases, search engines, retrieval APIs, and indexing tools.","sortOrder":35}],"useCases":[{"slug":"build-rag","name":"Build RAG","description":"Index documents, retrieve context, run hybrid search, and manage vectors."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"REST API covers indexes, documents, search, tasks, keys, and settings.","evidenceUrl":"https://www.meilisearch.com/docs/reference/api/overview"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"partial","detail":"Cloud UI and API task views help debug ingestion.","evidenceUrl":"https://www.meilisearch.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve cloud signup or local 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Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public pricing with free clusters, serverless/dedicated tiers, and usage dimensions.","authModel":"Atlas API keys, database credentials, connection strings, service accounts, and MongoDB MCP configuration.","accountCreation":"Self-serve Atlas signup.","browserSupport":"Atlas UI is useful for cluster, access, logs, and billing review.","cliPackage":"atlas","apiBaseUrl":"https://cloud.mongodb.com/api/atlas","mcpServer":"npx -y mongodb-mcp-server","agentScore":73,"agentTier":"Usable","scoreBreakdown":{"score":73,"tier":"Usable","summary":"Usable: 73/100. Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":22.5,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Atlas Administration API supports projects, clusters, users, and administrative objects."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Official MongoDB MCP server works with Atlas and local MongoDB deployments for cluster administration, database operations, query analysis, and performance recommendations."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Atlas CLI supports programmatic cluster and project operations."},{"slug":"browser","label":"Browser fallback","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Atlas UI is useful for cluster, access, logs, and billing 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logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":650,"isFeatured":false,"categories":[{"slug":"databases-storage","name":"Databases & storage","description":"Postgres, object storage, vector search, and data backends.","sortOrder":40},{"slug":"search-rag","name":"Search & RAG","description":"Vector databases, search engines, retrieval APIs, and indexing tools.","sortOrder":35}],"useCases":[{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."},{"slug":"build-rag","name":"Build RAG","description":"Index documents, retrieve context, run hybrid search, and manage vectors."},{"slug":"manage-infra","name":"Manage 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Project, CRM, document, and spreadsheet writes depend on team context and privacy rules; require least-privilege scopes and review for workflow-changing actions. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"API usage is generally tied to Google Cloud quota and Workspace plan context.","authModel":"OAuth, service accounts, API keys for limited public access, and Workspace scopes.","accountCreation":"Google account and Cloud project setup are self-serve.","browserSupport":"Browser UI remains best for visual review and sheet layout.","cliPackage":null,"apiBaseUrl":"https://sheets.googleapis.com/v4","mcpServer":null,"agentScore":72,"agentTier":"Usable","scoreBreakdown":{"score":72,"tier":"Usable","summary":"Usable: 72/100. 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Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public usage-based pricing with free tiers across products.","authModel":"REST URLs/tokens, API keys, and environment variables.","accountCreation":"Self-serve signup.","browserSupport":"Console supports database, token, usage, and log inspection.","cliPackage":"upstash","apiBaseUrl":"https://api.upstash.com","mcpServer":null,"agentScore":72,"agentTier":"Usable","scoreBreakdown":{"score":72,"tier":"Usable","summary":"Usable: 72/100. 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Respect robots.txt, site terms, rate limits, copyright, authentication boundaries, and anti-bot controls before asking an agent to crawl or extract content. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public platform pricing with free credits and compute/usage dimensions.","authModel":"API token and platform account.","accountCreation":"Self-serve signup; billing needed for larger usage.","browserSupport":"Console is usable for actor setup and inspection.","cliPackage":"apify","apiBaseUrl":"https://api.apify.com","mcpServer":null,"agentScore":71,"agentTier":"Usable","scoreBreakdown":{"score":71,"tier":"Usable","summary":"Usable: 71/100. Strongest in agent readability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"API covers actors, runs, datasets, key-value stores, and schedules."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"CLI supports actor development and platform operations."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console is useful when choosing and configuring actors."}]},{"key":"safety","label":"Agent safety","weight":25,"score":13.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":19,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":8,"maxScore":8,"supportLevel":"native","evidence":"Official docs are listed for API behavior, authentication, limits, examples, and setup review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public platform pricing with free credits and compute/usage dimensions."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup; billing needed for larger usage."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API token and platform account."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":7,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":462,"isFeatured":false,"categories":[{"slug":"scraping-content","name":"Scraping & content","description":"Web extraction, search, crawling, browser automation, and content APIs.","sortOrder":30}],"useCases":[{"slug":"extract-web-data","name":"Extract web data","description":"Search, crawl, scrape, parse, and normalize public web content."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"CLI supports actor development and platform operations.","evidenceUrl":"https://docs.apify.com/cli"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"API covers actors, runs, datasets, key-value stores, and schedules.","evidenceUrl":"https://docs.apify.com"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Console is useful when choosing and configuring actors.","evidenceUrl":"https://docs.apify.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup; billing needed for larger usage.","evidenceUrl":"https://apify.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public platform pricing with free credits and compute/usage dimensions.","evidenceUrl":"https://apify.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"native","detail":"Official docs are listed for API behavior, authentication, limits, examples, and setup review.","evidenceUrl":"https://docs.apify.com"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production.","evidenceUrl":"https://docs.apify.com"}]},{"slug":"telegram-bot-api","name":"Telegram Bot API","url":"https://canagentsuse.com/tools/telegram-bot-api","websiteUrl":"https://telegram.org","docsUrl":"https://core.telegram.org/bots/api","githubUrl":null,"tagline":"Bots, messages, files, webhooks, and chat automation.","shortDescription":"Telegram Bot API exposes HTTP methods for sending messages, managing chats, files, webhooks, payments, and updates.","agentSummary":"Agents can operate bots and chat workflows with a straightforward HTTP API and webhook/polling model.","bestFor":"Bot notifications, chat automations, support intake, and lightweight messaging workflows.","cautionNotes":"Key limitations: Chat privacy, group permissions, and accidental broadcasts need safeguards. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Bot API is free; paid platform features are separate.","authModel":"Bot tokens from BotFather and webhook secrets.","accountCreation":"Telegram account and BotFather bot creation.","browserSupport":"Bot setup is chat-first rather than browser-first.","cliPackage":null,"apiBaseUrl":"https://api.telegram.org/bot{token}","mcpServer":null,"agentScore":71,"agentTier":"Usable","scoreBreakdown":{"score":71,"tier":"Usable","summary":"Usable: 71/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12.5,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Bot API documents methods for messages, chats, files, updates, and webhooks."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Bot setup is chat-first rather than browser-first."}]},{"key":"safety","label":"Agent safety","weight":25,"score":18.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Private test bots and test chats support safer development."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs are compact, stable, and HTTP-oriented."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Bot API is free; paid platform features are separate."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":9.9,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"Telegram account and BotFather bot creation."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Bot tokens from BotFather and webhook secrets."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":12.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":520,"isFeatured":false,"categories":[{"slug":"email-messaging","name":"Email & messaging","description":"Transactional email, SMS, chat, and collaboration surfaces.","sortOrder":70},{"slug":"social-media","name":"Social media","description":"Publishing, monitoring, community, and social APIs.","sortOrder":20}],"useCases":[{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Bot API documents methods for messages, chats, files, updates, and webhooks.","evidenceUrl":"https://core.telegram.org/bots/api"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"partial","detail":"Bot setup is chat-first rather than browser-first.","evidenceUrl":"https://telegram.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"Telegram account and BotFather bot creation.","evidenceUrl":"https://telegram.org"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Bot API is free; paid platform features are separate.","evidenceUrl":"https://telegram.org/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs are compact, stable, and HTTP-oriented.","evidenceUrl":"https://core.telegram.org/bots"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"Private test bots and test chats support safer development.","evidenceUrl":null}]},{"slug":"figma","name":"Figma","url":"https://canagentsuse.com/tools/figma","websiteUrl":"https://www.figma.com","docsUrl":"https://developers.figma.com","githubUrl":"https://github.com/figma","tagline":"Design files, comments, variables, dev resources, and REST APIs.","shortDescription":"Figma's REST API exposes files, images, comments, variables, components, webhooks, and design metadata.","agentSummary":"Agents can inspect design context through REST APIs and use Figma's remote MCP server to extract design data, generate code context, and write supported Figma content.","bestFor":"Design-to-code context, asset export, comment triage, and design system metadata.","cautionNotes":"Key limitations: Design files can include private roadmap and brand assets; write/comment actions need review. Project, CRM, document, and spreadsheet writes depend on team context and privacy rules; require least-privilege scopes and review for workflow-changing actions. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public seat-based pricing; API access depends on team/file permissions.","authModel":"OAuth, file permissions, API tokens for REST APIs, and Figma MCP OAuth.","accountCreation":"Self-serve signup.","browserSupport":"Browser/editor UI is central for visual review.","cliPackage":null,"apiBaseUrl":"https://api.figma.com","mcpServer":"https://mcp.figma.com/mcp","agentScore":70,"agentTier":"Usable","scoreBreakdown":{"score":70,"tier":"Usable","summary":"Usable: 70/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":19,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST API uses api.figma.com and covers files, images, comments, components, variables, and webhooks."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Official Figma MCP server gives supported clients direct design context, live UI capture, code generation context, and write-to-canvas tools."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Visual design review is best performed in the browser/editor."}]},{"key":"safety","label":"Agent safety","weight":25,"score":9.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Developer docs include REST, plugins, widgets, auth, and examples."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public seat-based pricing; API access depends on team/file permissions."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"OAuth, file permissions, API tokens for REST APIs, and Figma MCP OAuth."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":12.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":650,"isFeatured":false,"categories":[{"slug":"design-media","name":"Design & media","description":"Design files, assets, images, uploads, transformations, and media workflows.","sortOrder":105},{"slug":"project-workflows","name":"Project workflows","description":"Issues, docs, CRM, spreadsheets, and team operations.","sortOrder":90}],"useCases":[{"slug":"manage-media","name":"Manage media","description":"Create, upload, transform, organize, and export visual assets."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"REST API uses api.figma.com and covers files, images, comments, components, variables, and webhooks.","evidenceUrl":"https://developers.figma.com/docs/rest-api/"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Official Figma MCP server gives supported clients direct design context, live UI capture, code generation context, and write-to-canvas tools.","evidenceUrl":"https://developers.figma.com/docs/figma-mcp-server/remote-server-installation/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"native","detail":"Visual design review is best performed in the browser/editor.","evidenceUrl":"https://developers.figma.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup.","evidenceUrl":"https://www.figma.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public seat-based pricing; API access depends on team/file permissions.","evidenceUrl":"https://www.figma.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Developer docs include REST, plugins, widgets, auth, and examples.","evidenceUrl":"https://developers.figma.com"}]},{"slug":"jira","name":"Jira","url":"https://canagentsuse.com/tools/jira","websiteUrl":"https://www.atlassian.com/software/jira","docsUrl":"https://developer.atlassian.com/cloud/jira/platform/rest/v3/","githubUrl":null,"tagline":"Issue tracking and project workflows through Atlassian APIs.","shortDescription":"Jira Cloud exposes REST APIs, OAuth, Forge/Connect apps, webhooks, JQL, issues, projects, and workflows.","agentSummary":"Agents can automate Jira through REST APIs and Atlassian's Rovo MCP server for Jira, Confluence, and Compass search, summaries, issue creation, and updates.","bestFor":"Issue triage, sprint hygiene, workflow updates, and project operations.","cautionNotes":"Key limitations: Workflow transitions, permissions, and customer data need review. Project, CRM, document, and spreadsheet writes depend on team context and privacy rules; require least-privilege scopes and review for workflow-changing actions. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public Atlassian plan pricing with free and paid tiers.","authModel":"Atlassian API tokens, OAuth apps, user permissions, and Atlassian Rovo MCP OAuth/API-token access.","accountCreation":"Self-serve Atlassian Cloud signup.","browserSupport":"Browser UI is useful for workflow, board, and permission review.","cliPackage":null,"apiBaseUrl":"https://your-domain.atlassian.net/rest/api/3","mcpServer":"https://mcp.atlassian.com/v1/mcp/authv2","agentScore":70,"agentTier":"Usable","scoreBreakdown":{"score":70,"tier":"Usable","summary":"Usable: 70/100. 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versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":600,"isFeatured":false,"categories":[{"slug":"project-workflows","name":"Project workflows","description":"Issues, docs, CRM, spreadsheets, and team operations.","sortOrder":90}],"useCases":[{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Jira Cloud REST API covers issues, projects, fields, transitions, and search.","evidenceUrl":"https://developer.atlassian.com/cloud/jira/platform/rest/v3/"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Atlassian Rovo MCP Server connects AI clients to Jira, Confluence, and Compass through OAuth 2.1 and existing user permissions.","evidenceUrl":"https://support.atlassian.com/atlassian-rovo-mcp-server/docs/getting-started-with-the-atlassian-remote-mcp-server/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Browser UI is useful for workflow, board, and permission review.","evidenceUrl":"https://www.atlassian.com/software/jira"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve Atlassian Cloud signup.","evidenceUrl":"https://www.atlassian.com/software/jira"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Jira pricing is public by plan and user count.","evidenceUrl":"https://www.atlassian.com/software/jira/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Atlassian developer docs include REST, Forge, OAuth, and webhooks.","evidenceUrl":"https://developer.atlassian.com/cloud/jira/platform/"}]},{"slug":"linear","name":"Linear","url":"https://canagentsuse.com/tools/linear","websiteUrl":"https://linear.app","docsUrl":"https://developers.linear.app","githubUrl":null,"tagline":"Issue tracking and product workflows with a strong API.","shortDescription":"A polished issue tracker with GraphQL API, webhooks, OAuth, and team/project workflows.","agentSummary":"Agents can create, update, search, and triage issues, projects, comments, and related Linear objects through GraphQL or Linear's official MCP server.","bestFor":"Issue triage, roadmaps, changelogs, and lightweight project operations.","cautionNotes":"Key limitations: Workspace conventions and prioritization still need team context. Project, CRM, document, and spreadsheet writes depend on team context and privacy rules; require least-privilege scopes and review for workflow-changing actions. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public per-seat pricing with free and paid plans.","authModel":"API keys, OAuth apps, webhooks, and authenticated remote MCP.","accountCreation":"Self-serve workspace signup.","browserSupport":"Browser UI is highly usable for manual review and operations.","cliPackage":null,"apiBaseUrl":"https://api.linear.app/graphql","mcpServer":"https://mcp.linear.app/mcp","agentScore":70,"agentTier":"Usable","scoreBreakdown":{"score":70,"tier":"Usable","summary":"Usable: 70/100. Strongest in production reliability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":18,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"GraphQL API supports issues, comments, projects, cycles, and teams."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Official authenticated remote MCP server supports finding, creating, and updating Linear objects such as issues, projects, and comments."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"UI is quick for issue browsing and edits."}]},{"key":"safety","label":"Agent safety","weight":25,"score":9.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Developer docs include schema, webhooks, and OAuth."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public per-seat pricing with free and paid plans."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve workspace signup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API keys, OAuth apps, webhooks, and authenticated remote MCP."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":13.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool 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edits.","evidenceUrl":"https://developers.linear.app"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve workspace signup.","evidenceUrl":"https://linear.app"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public per-seat pricing with free and paid plans.","evidenceUrl":"https://linear.app/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Developer docs include schema, webhooks, and OAuth.","evidenceUrl":"https://developers.linear.app"}]},{"slug":"fly-io","name":"Fly.io","url":"https://canagentsuse.com/tools/fly-io","websiteUrl":"https://fly.io","docsUrl":"https://fly.io/docs","githubUrl":"https://github.com/superfly","tagline":"Global app platform with flyctl, Machines API, and managed Postgres.","shortDescription":"Fly.io provides flyctl, Machines API, app deploys, secrets, logs, Postgres, and distributed app primitives.","agentSummary":"Agents can deploy apps, inspect logs, manage secrets, create machines, and automate infrastructure with flyctl/API.","bestFor":"Global app deployment, edge workers, machines, Postgres apps, and agent-managed services.","cautionNotes":"Key limitations: Secrets, destroy commands, scaling, and production deploys need review. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public usage-based pricing by compute, storage, bandwidth, and managed services.","authModel":"Access tokens, organizations, deploy tokens, and CLI auth.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard supports org, billing, apps, and deployment review.","cliPackage":"flyctl","apiBaseUrl":"https://api.machines.dev","mcpServer":null,"agentScore":69,"agentTier":"Usable","scoreBreakdown":{"score":69,"tier":"Usable","summary":"Usable: 69/100. Strongest in agent readability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Machines API supports programmatic machine lifecycle operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"flyctl manages apps, deploys, secrets, logs, volumes, machines, and Postgres."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard supports org, billing, apps, and deployment review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":13.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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Postgres.","evidenceUrl":"https://fly.io/docs/flyctl/"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Machines API supports programmatic machine lifecycle operations.","evidenceUrl":"https://fly.io/docs/machines/api/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard supports org, billing, apps, and deployment review.","evidenceUrl":"https://fly.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup.","evidenceUrl":"https://fly.io"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public usage-based pricing by compute, storage, bandwidth, and managed services.","evidenceUrl":"https://fly.io/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs cover flyctl, apps, Machines, Postgres, and networking.","evidenceUrl":"https://fly.io/docs/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production.","evidenceUrl":"https://fly.io/docs"}]},{"slug":"postmark","name":"Postmark","url":"https://canagentsuse.com/tools/postmark","websiteUrl":"https://postmarkapp.com","docsUrl":"https://postmarkapp.com/developer","githubUrl":"https://github.com/wildbit/postmark.js","tagline":"Transactional email API focused on reliable delivery.","shortDescription":"Postmark provides email sending, templates, inbound parsing, suppressions, message streams, and webhooks.","agentSummary":"Agents can send transactional email and inspect delivery events with a simpler operational model than broad marketing suites.","bestFor":"Transactional email, templates, inbound processing, and delivery troubleshooting.","cautionNotes":"Key limitations: Outbound email still requires domain authentication, test sends, and approval for customer-facing content. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Account setup or elevated access may require vendor, admin, or compliance approval before an agent can operate independently.","pricingSummary":"Public monthly pricing by email volume.","authModel":"Server API tokens, account API tokens, webhooks, and domain verification.","accountCreation":"Self-serve trial/signup.","browserSupport":"Dashboard supports streams, templates, logs, and suppressions.","cliPackage":null,"apiBaseUrl":"https://api.postmarkapp.com","mcpServer":null,"agentScore":69,"agentTier":"Usable","scoreBreakdown":{"score":69,"tier":"Usable","summary":"Usable: 69/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Developer API covers sending, templates, inbound, suppressions, message streams, and webhooks."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard supports streams, templates, logs, and suppressions."}]},{"key":"safety","label":"Agent safety","weight":25,"score":15.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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account API tokens, webhooks, and domain verification."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":10.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, 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API.","bestFor":"Edge SQLite apps, small product databases, local-first workflows, and embedded replicas.","cautionNotes":"Key limitations: Production schema/data changes should use backups and human review. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public plan pricing with free and usage-based dimensions.","authModel":"API tokens, database auth tokens, org/user scoping.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard supports org, database, token, and usage inspection.","cliPackage":"turso","apiBaseUrl":"https://api.turso.tech","mcpServer":null,"agentScore":69,"agentTier":"Usable","scoreBreakdown":{"score":69,"tier":"Usable","summary":"Usable: 69/100. Strongest in agent readability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":20,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Platform API supports org, database, group, location, and token operations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Turso CLI manages databases, auth tokens, groups, and shell workflows."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard supports org, database, token, and usage inspection."}]},{"key":"safety","label":"Agent safety","weight":25,"score":13.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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damage sender reputation; use review, test addresses, and unsubscribe safeguards. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Account setup or elevated access may require vendor, admin, or compliance approval before an agent can operate independently.","pricingSummary":"Public plan pricing by email volume and feature set.","authModel":"API keys with scopes, sender/domain authentication, webhooks.","accountCreation":"Self-serve signup with sender/domain verification.","browserSupport":"Console helps review sender auth, templates, stats, and suppression lists.","cliPackage":null,"apiBaseUrl":"https://api.sendgrid.com/v3","mcpServer":null,"agentScore":69,"agentTier":"Usable","scoreBreakdown":{"score":69,"tier":"Usable","summary":"Usable: 69/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Mail Send API and v3 APIs cover email sending, templates, contacts, and stats."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console helps review sender auth, templates, stats, and suppression lists."}]},{"key":"safety","label":"Agent safety","weight":25,"score":15.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Tool mentions sandbox, test, local, preview, or branching workflows."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs 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clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":560,"isFeatured":false,"categories":[{"slug":"email-messaging","name":"Email & messaging","description":"Transactional email, SMS, chat, and collaboration surfaces.","sortOrder":70}],"useCases":[{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Mail Send API and v3 APIs cover email sending, templates, contacts, and stats.","evidenceUrl":"https://www.twilio.com/docs/sendgrid/api-reference/mail-send/mail-send"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Console helps review sender auth, templates, stats, and suppression lists.","evidenceUrl":"https://sendgrid.com"},{"slug":"account-creation","name":"Account 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(audiobooks, music, podcasts...). Focused on simplicity and supports sync of play position between clients.","agentSummary":"Audioserve is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust. Source code: https://github.com/izderadicka/audioserve","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust. Source code: https://github.com/izderadicka/audioserve"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/izderadicka/audioserve"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/izderadicka/audioserve"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/izderadicka/audioserve"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/izderadicka/audioserve"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/izderadicka/audioserve"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/izderadicka/audioserve"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/izderadicka/audioserve"}]},{"slug":"bittorrent-tracker","name":"bittorrent-tracker","url":"https://canagentsuse.com/tools/bittorrent-tracker","websiteUrl":"https://webtorrent.io/","docsUrl":"https://github.com/webtorrent/bittorrent-tracker","githubUrl":"https://github.com/webtorrent/bittorrent-tracker","tagline":"Self-hosted file transfer - peer-to-peer filesharing software.","shortDescription":"Simple, robust, BitTorrent tracker (client and server) implementation.","agentSummary":"bittorrent-tracker is self-hostable software from the Awesome Selfhosted data index. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/webtorrent/bittorrent-tracker"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":132,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-peer-to-peer-filesharing","name":"File Transfer - Peer-to-peer Filesharing","description":"Peer-to-peer file sharing is the distribution and sharing of digital media using peer-to-peer (P2P) networking technology.","sortOrder":236}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/webtorrent/bittorrent-tracker"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/webtorrent/bittorrent-tracker"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://webtorrent.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/webtorrent/bittorrent-tracker"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/webtorrent/bittorrent-tracker"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/webtorrent/bittorrent-tracker"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/webtorrent/bittorrent-tracker"}]},{"slug":"bytebase","name":"Bytebase","url":"https://canagentsuse.com/tools/bytebase","websiteUrl":"https://www.bytebase.com/","docsUrl":"https://github.com/bytebase/bytebase","githubUrl":"https://github.com/bytebase/bytebase","tagline":"Self-hosted database management software.","shortDescription":"Safe database schema change and version control for DevOps teams, supports MySQL, PostgreSQL, TiDB, ClickHouse, and Snowflake.","agentSummary":"Bytebase is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted database management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, Go. Source code: https://github.com/bytebase/bytebase","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, Go. Source code: https://github.com/bytebase/bytebase"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":214,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-database-management","name":"Database Management","description":"Web interfaces for database management. Includes tools for database analytics and visualization.","sortOrder":225}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/bytebase/bytebase"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/bytebase/bytebase"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.bytebase.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bytebase/bytebase"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bytebase/bytebase"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bytebase/bytebase"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bytebase/bytebase"}]},{"slug":"calibre","name":"Calibre","url":"https://canagentsuse.com/tools/calibre","websiteUrl":"https://calibre-ebook.com/","docsUrl":"https://github.com/kovidgoyal/calibre","githubUrl":"https://github.com/kovidgoyal/calibre","tagline":"Self-hosted document management - e-books software.","shortDescription":"E-book library manager that can view, convert, and catalog e-books in most of the major e-book formats and provides a built-in Web server for remote clients.","agentSummary":"Calibre is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/kovidgoyal/calibre","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/kovidgoyal/calibre"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":286,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management-e-books","name":"Document Management - E-books","description":"Ebook library management software.","sortOrder":227}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/kovidgoyal/calibre"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/kovidgoyal/calibre"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://calibre-ebook.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/kovidgoyal/calibre"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/kovidgoyal/calibre"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/kovidgoyal/calibre"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/kovidgoyal/calibre"}]},{"slug":"canva","name":"Canva","url":"https://canagentsuse.com/tools/canva","websiteUrl":"https://www.canva.com","docsUrl":"https://www.canva.dev/docs","githubUrl":null,"tagline":"Design, asset, export, and collaboration APIs.","shortDescription":"Canva Connect APIs let apps create integrations for assets, designs, comments, folders, exports, and brand workflows.","agentSummary":"Agents can use Canva APIs and the Canva MCP server for design creation, editing, asset search, export, commenting, and brand workflows.","bestFor":"Design asset sync, generated design workflows, comments, and export automation.","cautionNotes":"Key limitations: Public integrations need Canva review; brand assets and design mutations require approval. Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public Canva pricing; API integration access may depend on use case and plan.","authModel":"OAuth, Canva app/integration credentials, and Canva MCP per-user authentication.","accountCreation":"Self-serve user/team signup; developer app review for public integrations.","browserSupport":"Browser UI remains central for design review and editing.","cliPackage":null,"apiBaseUrl":"https://api.canva.com/rest/v1","mcpServer":"https://mcp.canva.com/mcp","agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":19,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Canva Connect APIs expose assets, designs, comments, folders, and exports with OpenAPI."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Canva provides a remote MCP server for design creation/editing, asset and brand management, library search, export, and comments."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Design creation and review are browser-first workflows."}]},{"key":"safety","label":"Agent safety","weight":25,"score":9.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs include Connect API, apps SDK, app components, and review rules."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public Canva pricing; API integration access may depend on use case and plan."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve user/team signup; developer app review for public integrations."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"OAuth, Canva app/integration credentials, and Canva MCP per-user authentication."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":10,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":520,"isFeatured":false,"categories":[{"slug":"design-media","name":"Design & media","description":"Design files, assets, images, uploads, transformations, and media workflows.","sortOrder":105}],"useCases":[{"slug":"manage-media","name":"Manage media","description":"Create, upload, transform, organize, and export visual assets."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Canva Connect APIs expose assets, designs, comments, folders, and exports with OpenAPI.","evidenceUrl":"https://www.canva.dev/docs/connect/"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Canva provides a remote MCP server for design creation/editing, asset and brand management, library search, export, and comments.","evidenceUrl":"https://www.canva.dev/docs/mcp/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"native","detail":"Design creation and review are browser-first workflows.","evidenceUrl":"https://www.canva.dev/docs"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve user/team signup; developer app review for public integrations.","evidenceUrl":"https://www.canva.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public Canva pricing; API integration access may depend on use case and plan.","evidenceUrl":"https://www.canva.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include Connect API, apps SDK, app components, and review rules.","evidenceUrl":"https://www.canva.dev/docs/"}]},{"slug":"cookcli","name":"CookCLI","url":"https://canagentsuse.com/tools/cookcli","websiteUrl":"https://cooklang.org","docsUrl":"https://github.com/cooklang/CookCLI","githubUrl":"https://github.com/cooklang/CookCLI","tagline":"Self-hosted recipe management software.","shortDescription":"Command-line tool for automating meal planning and shopping with Cooklang recipes, scriptable for UNIX workflows, includes web server.","agentSummary":"CookCLI is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted recipe management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Source code: https://github.com/gotify/server"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":220,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/gotify/server"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/gotify/server"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://gotify.net/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/gotify/server"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/gotify/server"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/gotify/server"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/gotify/server"}]},{"slug":"guacamole","name":"Guacamole","url":"https://canagentsuse.com/tools/guacamole","websiteUrl":"https://guacamole.apache.org","docsUrl":"https://github.com/apache/guacamole-server","githubUrl":"https://github.com/apache/guacamole-server","tagline":"Self-hosted remote access software.","shortDescription":"Clientless remote desktop gateway supporting standard protocols like VNC and RDP.","agentSummary":"Guacamole is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted remote access workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, C. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Scala. Source code: https://github.com/lichess-org/lila"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":242,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/lichess-org/lila"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/lichess-org/lila"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://lichess.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/lichess-org/lila"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/lichess-org/lila"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/lichess-org/lila"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/lichess-org/lila"}]},{"slug":"linuxgsm","name":"LinuxGSM","url":"https://canagentsuse.com/tools/linuxgsm","websiteUrl":"https://linuxgsm.com/","docsUrl":"https://github.com/GameServerManagers/LinuxGSM","githubUrl":"https://github.com/GameServerManagers/LinuxGSM","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"CLI tool for deployment and management of dedicated game servers on Linux: more than 120 games are supported.","agentSummary":"LinuxGSM is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. Source code: https://github.com/GameServerManagers/LinuxGSM","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Shell. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. 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Before hosting one, please see disadvantages of URL shorteners.","sortOrder":290}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/shlinkio/shlink"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/shlinkio/shlink"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://shlink.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/shlinkio/shlink"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/shlinkio/shlink"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/shlinkio/shlink"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/shlinkio/shlink"}]},{"slug":"slskd","name":"slskd","url":"https://canagentsuse.com/tools/slskd","websiteUrl":"https://github.com/slskd/slskd","docsUrl":"https://github.com/slskd/slskd","githubUrl":"https://github.com/slskd/slskd","tagline":"Self-hosted file transfer - peer-to-peer filesharing software.","shortDescription":"A modern client-server application for the Soulseek file sharing network.","agentSummary":"slskd is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - peer-to-peer filesharing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, C#. Source code: https://github.com/slskd/slskd","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, C#. Source code: https://github.com/slskd/slskd"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":142,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-peer-to-peer-filesharing","name":"File Transfer - Peer-to-peer Filesharing","description":"Peer-to-peer file sharing is the distribution and sharing of digital media using peer-to-peer (P2P) networking technology.","sortOrder":236}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/slskd/slskd"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/slskd/slskd"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/slskd/slskd"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/slskd/slskd"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/slskd/slskd"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/slskd/slskd"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/slskd/slskd"}]},{"slug":"snikket","name":"Snikket","url":"https://canagentsuse.com/tools/snikket","websiteUrl":"https://snikket.org/","docsUrl":"https://github.com/snikket-im/snikket-server","githubUrl":"https://github.com/snikket-im/snikket-server","tagline":"Self-hosted communication - xmpp - servers software.","shortDescription":"All-in-one Dockerized easy XMPP solution, including web admin and clients.","agentSummary":"Snikket is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - xmpp - servers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/snikket-im/snikket-server","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/snikket-im/snikket-server"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-xmpp-servers","name":"Communication - XMPP - Servers","description":"Extensible Messaging and Presence Protocol servers.","sortOrder":219}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/snikket-im/snikket-server"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/snikket-im/snikket-server"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://snikket.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/snikket-im/snikket-server"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/snikket-im/snikket-server"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/snikket-im/snikket-server"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/snikket-im/snikket-server"}]},{"slug":"svix","name":"Svix","url":"https://canagentsuse.com/tools/svix","websiteUrl":"https://svix.com","docsUrl":"https://github.com/svix/svix-webhooks","githubUrl":"https://github.com/svix/svix-webhooks","tagline":"Self-hosted software development - api management software.","shortDescription":"Open-source webhooks as a service that makes it super easy for API providers to send webhooks.","agentSummary":"Svix is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - api management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Rust. Source code: https://github.com/svix/svix-webhooks","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in production reliability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Rust. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted web servers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. 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Source code: https://github.com/Termix-SSH/Termix"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":209,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-remote-access","name":"Remote Access","description":"Remote desktop and SSH servers and web interfaces for remote management of computer systems.","sortOrder":272}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/Termix-SSH/Termix"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/Termix-SSH/Termix"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.termix.site/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Termix-SSH/Termix"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Termix-SSH/Termix"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Termix-SSH/Termix"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Termix-SSH/Termix"}]},{"slug":"tipi","name":"Tipi","url":"https://canagentsuse.com/tools/tipi","websiteUrl":"https://runtipi.io/","docsUrl":"https://github.com/runtipi/runtipi","githubUrl":"https://github.com/runtipi/runtipi","tagline":"Self-hosted self-hosting solutions software.","shortDescription":"Homeserver manager. One command setup, one click installs for your favorites self-hosted apps.","agentSummary":"Tipi is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted self-hosting solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. Source code: https://github.com/runtipi/runtipi","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":68,"agentTier":"Usable","scoreBreakdown":{"score":68,"tier":"Usable","summary":"Usable: 68/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"7 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. 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Strongest in production reliability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go, deb, K8S. Source code: https://github.com/tarampampam/webhook-tester"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":12.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-testing","name":"Software Development - Testing","description":"Tools and software for software testing.","sortOrder":284}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/tarampampam/webhook-tester"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/tarampampam/webhook-tester"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/tarampampam/webhook-tester"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/tarampampam/webhook-tester"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/tarampampam/webhook-tester"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/tarampampam/webhook-tester"}]},{"slug":"websoft9","name":"Websoft9","url":"https://canagentsuse.com/tools/websoft9","websiteUrl":"https://www.websoft9.com","docsUrl":"https://github.com/websoft9/websoft9","githubUrl":"https://github.com/websoft9/websoft9","tagline":"Self-hosted self-hosting solutions software.","shortDescription":"GitOps-driven, multi-application hosting for cloud servers and home servers, one-click deployment of 200+ open source apps.","agentSummary":"Websoft9 is self-hostable software from the Awesome Selfhosted data index. 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or credits."}]}]},"launchScore":560,"isFeatured":false,"categories":[{"slug":"spreadsheets-data","name":"Spreadsheets & data","description":"Sheets, no-code databases, forms, and lightweight operational data.","sortOrder":95},{"slug":"automation-integrations","name":"Automation & integrations","description":"Workflow automation, connectors, forms, and cross-SaaS orchestration.","sortOrder":65},{"slug":"project-workflows","name":"Project workflows","description":"Issues, docs, CRM, spreadsheets, and team operations.","sortOrder":90}],"useCases":[{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."},{"slug":"sync-crm","name":"Sync CRM","description":"Read and update contacts, companies, deals, tickets, and customer history."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Airtable Web API supports records, bases, tables, metadata, OAuth, and 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Project, CRM, document, and spreadsheet writes depend on team context and privacy rules; require least-privilege scopes and review for workflow-changing actions. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public seat-based pricing with plan-specific features.","authModel":"Personal access tokens, OAuth apps, webhooks, and Asana MCP app integration.","accountCreation":"Self-serve signup.","browserSupport":"Browser UI is helpful for project structure and approval review.","cliPackage":null,"apiBaseUrl":"https://app.asana.com/api/1.0","mcpServer":"https://mcp.asana.com/sse","agentScore":67,"agentTier":"Usable","scoreBreakdown":{"score":67,"tier":"Usable","summary":"Usable: 67/100. 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Respect robots.txt, site terms, rate limits, copyright, authentication boundaries, and anti-bot controls before asking an agent to crawl or extract content. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Public tiers and usage-based session pricing.","authModel":"API key and hosted account.","accountCreation":"Self-serve signup.","browserSupport":"Core product is remote browser access.","cliPackage":null,"apiBaseUrl":"https://api.browserbase.com","mcpServer":null,"agentScore":67,"agentTier":"Usable","scoreBreakdown":{"score":67,"tier":"Usable","summary":"Usable: 67/100. 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or branching workflows."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs focus on automation recipes and 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Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":18,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"API covers orgs, projects, issues, events, releases, and more."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Official Sentry MCP service and @sentry/mcp-server package are optimized for human-in-the-loop coding agents and debugging workflows."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"UI exposes issue context that is sometimes richer than API summaries."}]},{"key":"safety","label":"Agent 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framework-specific.","evidenceUrl":"https://docs.sentry.io"}]},{"slug":"slack","name":"Slack","url":"https://canagentsuse.com/tools/slack","websiteUrl":"https://slack.com","docsUrl":"https://api.slack.com","githubUrl":null,"tagline":"Team messaging, apps, workflows, and notifications.","shortDescription":"Messaging platform with APIs, bot tokens, slash commands, events, and workflow automation.","agentSummary":"Useful for agents that need to notify teams, search approved workspace content, read threads, create canvases, or automate operational messages with Slack's MCP server.","bestFor":"Team notifications, chatops, support workflows, and operational alerts.","cautionNotes":"Key limitations: Workspace permissions, private data, and posting behavior need careful scopes. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public seat-based pricing with free and paid plans.","authModel":"OAuth apps, user tokens for MCP, bot tokens, signing secrets, and webhooks.","accountCreation":"Self-serve workspace signup and app creation.","browserSupport":"Admin and app setup often requires browser flows.","cliPackage":null,"apiBaseUrl":"https://slack.com/api","mcpServer":"https://mcp.slack.com/mcp","agentScore":67,"agentTier":"Usable","scoreBreakdown":{"score":67,"tier":"Usable","summary":"Usable: 67/100. 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Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging.","pricingSummary":"Public product pricing but feature/API limits vary by hub and plan.","authModel":"Private app tokens, OAuth apps, CRM scopes, and HubSpot MCP OAuth credentials.","accountCreation":"Self-serve CRM signup; app setup requires developer configuration.","browserSupport":"Browser UI is important for schema, permissions, and workflow review.","cliPackage":null,"apiBaseUrl":"https://api.hubapi.com","mcpServer":"https://mcp.hubspot.com","agentScore":66,"agentTier":"Usable","scoreBreakdown":{"score":66,"tier":"Usable","summary":"Usable: 66/100. Strongest in auth and setup; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":18,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"CRM APIs cover contacts, companies, deals, tickets, associations, and custom objects."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"HubSpot's remote MCP server lets compatible clients query HubSpot CRM data using OAuth-controlled app scopes."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Browser UI is important for schema, permissions, and workflow review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":9.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15.9,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Developer docs include API reference, guides, scopes, and webhooks."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Product pricing is public, but API access and limits depend on hubs and plan."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve CRM signup; app setup requires developer configuration."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Private app tokens, OAuth apps, CRM scopes, and HubSpot MCP OAuth credentials."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":11,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":620,"isFeatured":false,"categories":[{"slug":"crm-sales","name":"CRM & sales","description":"CRM records, support tickets, sales operations, and customer systems.","sortOrder":75},{"slug":"automation-integrations","name":"Automation & integrations","description":"Workflow automation, connectors, forms, and cross-SaaS orchestration.","sortOrder":65}],"useCases":[{"slug":"sync-crm","name":"Sync CRM","description":"Read and update contacts, companies, deals, tickets, and customer history."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"CRM APIs cover contacts, companies, deals, tickets, associations, and custom objects.","evidenceUrl":"https://developers.hubspot.com/docs/api/crm/understanding-the-crm"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"HubSpot's remote MCP server lets compatible clients query HubSpot CRM data using OAuth-controlled app scopes.","evidenceUrl":"https://developers.hubspot.com/docs/apps/developer-platform/build-apps/integrate-with-the-remote-hubspot-mcp-server"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Browser UI is important for schema, permissions, and workflow review.","evidenceUrl":"https://www.hubspot.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve CRM signup; 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Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public plan pricing with add-ons and usage dimensions.","authModel":"OAuth apps, access tokens, and workspace permissions.","accountCreation":"Self-serve trial/signup.","browserSupport":"Inbox UI is important for human review and escalation.","cliPackage":null,"apiBaseUrl":"https://api.intercom.io","mcpServer":null,"agentScore":66,"agentTier":"Usable","scoreBreakdown":{"score":66,"tier":"Usable","summary":"Usable: 66/100. Strongest in production reliability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST API covers contacts, conversations, tickets, articles, data events, and admins."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Inbox UI is important for human review and escalation."}]},{"key":"safety","label":"Agent safety","weight":25,"score":10.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15.9,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs 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admins.","evidenceUrl":"https://developers.intercom.com/docs/references/rest-api/api.intercom.io/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Inbox UI is important for human review and escalation.","evidenceUrl":"https://www.intercom.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve trial/signup.","evidenceUrl":"https://www.intercom.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"partial","detail":"Pricing is public but add-ons and usage can vary.","evidenceUrl":"https://www.intercom.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Developer docs include API references, auth, webhooks, and messenger 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Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public credit/usage-based pricing with free tier.","authModel":"Bearer tokens, OAuth, project/user scoping, and connected accounts.","accountCreation":"Self-serve signup.","browserSupport":"Workflow editor helps review code, logs, and connected accounts.","cliPackage":null,"apiBaseUrl":"https://api.pipedream.com/v1","mcpServer":null,"agentScore":66,"agentTier":"Usable","scoreBreakdown":{"score":66,"tier":"Usable","summary":"Usable: 66/100. Strongest in production reliability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12.5,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"REST API manages workflows, event sources, subscriptions, and account resources."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Workflow editor helps review code, logs, and connected accounts."}]},{"key":"safety","label":"Agent safety","weight":25,"score":10.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test 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resources.","evidenceUrl":"https://pipedream.com/docs/rest-api/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"partial","detail":"Workflow editor helps review code, logs, and connected accounts.","evidenceUrl":"https://pipedream.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup.","evidenceUrl":"https://pipedream.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Pricing is public with credits and workflow dimensions.","evidenceUrl":"https://pipedream.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include REST API, Connect API, SDKs, sources, and workflows.","evidenceUrl":"https://pipedream.com/docs/connect/api-ref"}]},{"slug":"typeform","name":"Typeform","url":"https://canagentsuse.com/tools/typeform","websiteUrl":"https://www.typeform.com","docsUrl":"https://www.typeform.com/developers","githubUrl":null,"tagline":"Forms, responses, webhooks, and embed APIs.","shortDescription":"Typeform provides APIs for form creation, response retrieval, webhook management, and embeds.","agentSummary":"Agents can create intake forms, retrieve submissions, and connect form events into workflows.","bestFor":"Lead capture, surveys, research forms, onboarding forms, and structured intake.","cautionNotes":"Key limitations: Respondent PII, consent, and webhook destinations need review. Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public form/product pricing with response and feature limits.","authModel":"OAuth apps and personal access tokens.","accountCreation":"Self-serve signup.","browserSupport":"Form design and brand review are often browser-first.","cliPackage":null,"apiBaseUrl":"https://api.typeform.com","mcpServer":null,"agentScore":66,"agentTier":"Usable","scoreBreakdown":{"score":66,"tier":"Usable","summary":"Usable: 66/100. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/apache/airflow/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":424,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-automation","name":"Automation","description":"Automation software designed to reduce human intervention in processes.","sortOrder":203}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/apache/airflow/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://airflow.apache.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/apache/airflow/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/apache/airflow/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/apache/airflow/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/apache/airflow/"}]},{"slug":"appwrite","name":"Appwrite","url":"https://canagentsuse.com/tools/appwrite","websiteUrl":"https://appwrite.io","docsUrl":"https://github.com/appwrite/appwrite","githubUrl":"https://github.com/appwrite/appwrite","tagline":"Self-hosted software development - low code software.","shortDescription":"End to end backend server for web, native, and mobile developers 🚀.","agentSummary":"Appwrite is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - low code workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/appwrite/appwrite","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/appwrite/appwrite"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":494,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-low-code","name":"Software Development - Low Code","description":"A low-code development platform (LCDP) provides a development environment used to create application software through a graphical user interface.","sortOrder":282}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/appwrite/appwrite"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://appwrite.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/appwrite/appwrite"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/appwrite/appwrite"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/appwrite/appwrite"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/appwrite/appwrite"}]},{"slug":"asciinema","name":"asciinema","url":"https://canagentsuse.com/tools/asciinema","websiteUrl":"https://asciinema.org/","docsUrl":"https://github.com/asciinema/asciinema-server","githubUrl":"https://github.com/asciinema/asciinema-server","tagline":"Self-hosted miscellaneous software.","shortDescription":"Web app for hosting asciicasts.","agentSummary":"asciinema is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Elixir, Docker. Source code: https://github.com/asciinema/asciinema-server","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - sip workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, deb. 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Source code: https://github.com/bitwarden/server"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":247,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-password-managers","name":"Password Managers","description":"A password manager allows users to store, generate, and manage their passwords for local applications and online services.","sortOrder":265}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/bitwarden/server"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://bitwarden.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bitwarden/server"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bitwarden/server"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bitwarden/server"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bitwarden/server"}]},{"slug":"black-candy","name":"Black Candy","url":"https://canagentsuse.com/tools/black-candy","websiteUrl":"https://github.com/blackcandy-org/blackcandy","docsUrl":"https://github.com/blackcandy-org/blackcandy","githubUrl":"https://github.com/blackcandy-org/blackcandy","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Music streaming server.","agentSummary":"Black Candy is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Ruby. Source code: https://github.com/blackcandy-org/blackcandy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Ruby. Source code: https://github.com/blackcandy-org/blackcandy"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":148,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/blackcandy-org/blackcandy"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/blackcandy-org/blackcandy"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/blackcandy-org/blackcandy"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/blackcandy-org/blackcandy"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/blackcandy-org/blackcandy"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/blackcandy-org/blackcandy"}]},{"slug":"bookbounty","name":"BookBounty","url":"https://canagentsuse.com/tools/bookbounty","websiteUrl":"https://github.com/TheWicklowWolf/BookBounty","docsUrl":"https://github.com/TheWicklowWolf/BookBounty","githubUrl":"https://github.com/TheWicklowWolf/BookBounty","tagline":"Self-hosted automation software.","shortDescription":"Retrieve missing Readarr books from Library Genesis.","agentSummary":"BookBounty is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C#. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted web servers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: deb, Docker, K8S, Python. Source code: https://github.com/bunkerity/bunkerweb","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: deb, Docker, K8S, Python. 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Deploy, monitor, and manage Minecraft, Hytale, and other game servers with industry-leading performance.","agentSummary":"Calagopus is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker, deb. Source code: https://github.com/calagopus/panel","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Source code: https://github.com/calagopus/panel"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/calagopus/panel"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://calagopus.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/calagopus/panel"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/calagopus/panel"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/calagopus/panel"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/calagopus/panel"}]},{"slug":"calibre-web","name":"Calibre Web","url":"https://canagentsuse.com/tools/calibre-web","websiteUrl":"https://github.com/janeczku/calibre-web","docsUrl":"https://github.com/janeczku/calibre-web","githubUrl":"https://github.com/janeczku/calibre-web","tagline":"Self-hosted document management - e-books software.","shortDescription":"Browse, read and download eBooks using an existing Calibre database.","agentSummary":"Calibre Web is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/janeczku/calibre-web","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted automation workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: K8S, Docker. 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Source code: https://gitlab.com/famedly/conduit"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://gitlab.com/famedly/conduit"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://conduit.rs/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://gitlab.com/famedly/conduit"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://gitlab.com/famedly/conduit"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://gitlab.com/famedly/conduit"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://gitlab.com/famedly/conduit"}]},{"slug":"copyparty","name":"copyparty","url":"https://canagentsuse.com/tools/copyparty","websiteUrl":"https://github.com/9001/copyparty","docsUrl":"https://github.com/9001/copyparty","githubUrl":"https://github.com/9001/copyparty","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"Portable file server with accelerated resumable uploads, deduplication, WebDAV, FTP, zeroconf, media indexer, video thumbnails, audio transcoding, and write-only folders, in a single file with no mandatory dependencies.","agentSummary":"copyparty is self-hostable software from the Awesome Selfhosted data index. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0, Commons-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/azukaar/cosmos-Server","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Source code: https://github.com/azukaar/cosmos-Server"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":159,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-self-hosting-solutions","name":"Self-hosting Solutions","description":"Software for easy installation, management and configuration of self-hosted services and applications.","sortOrder":275}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/azukaar/cosmos-Server"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://cosmos-cloud.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/azukaar/cosmos-Server"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/azukaar/cosmos-Server"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/azukaar/cosmos-Server"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/azukaar/cosmos-Server"}]},{"slug":"countly-community-edition","name":"Countly Community Edition","url":"https://canagentsuse.com/tools/countly-community-edition","websiteUrl":"https://count.ly","docsUrl":"https://github.com/Countly/countly-server","githubUrl":"https://github.com/Countly/countly-server","tagline":"Self-hosted analytics software.","shortDescription":"Real time mobile and web analytics, crash reporting and push notifications platform.","agentSummary":"Countly Community Edition is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. 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Source code: https://github.com/dokuwiki/dokuwiki"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":150,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-wikis","name":"Wikis","description":"A wiki is a publication collaboratively edited and managed by its own audience directly using a web browser.","sortOrder":294}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/dokuwiki/dokuwiki"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.dokuwiki.org/DokuWiki"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/dokuwiki/dokuwiki"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/dokuwiki/dokuwiki"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/dokuwiki/dokuwiki"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/dokuwiki/dokuwiki"}]},{"slug":"domoticz","name":"Domoticz","url":"https://canagentsuse.com/tools/domoticz","websiteUrl":"https://www.domoticz.com/","docsUrl":"https://github.com/domoticz/domoticz","githubUrl":"https://github.com/domoticz/domoticz","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"Home Automation System that lets you monitor and configure various devices like: Lights, Switches, various sensors/meters like Temperature, Rain, Wind, UV, Electra, Gas, Water and much more.","agentSummary":"Domoticz is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, C++, Docker, Shell. Source code: https://github.com/domoticz/domoticz","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C, C++, Docker, Shell. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/donetick/donetick"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":134,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-task-management-and-to-do-lists","name":"Task Management & To-do Lists","description":"Task management software.","sortOrder":287}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/donetick/donetick"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://donetick.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/donetick/donetick"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/donetick/donetick"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/donetick/donetick"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/donetick/donetick"}]},{"slug":"dovecot","name":"Dovecot","url":"https://canagentsuse.com/tools/dovecot","websiteUrl":"https://www.dovecot.org/","docsUrl":"https://github.com/dovecot/core","githubUrl":"https://github.com/dovecot/core","tagline":"Self-hosted communication - email - mail delivery agents software.","shortDescription":"IMAP and POP3 server written primarily with security in mind.","agentSummary":"Dovecot is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - mail delivery agents workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C, deb. Source code: https://github.com/dovecot/core"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-mail-delivery-agents","name":"Communication - Email - Mail Delivery Agents","description":"Mail Delivery Agents (MDAs) - IMAP/POP3 server software.","sortOrder":211}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/dovecot/core"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.dovecot.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/dovecot/core"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/dovecot/core"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/dovecot/core"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/dovecot/core"}]},{"slug":"dreamfactory","name":"DreamFactory","url":"https://canagentsuse.com/tools/dreamfactory","websiteUrl":"https://www.dreamfactory.com/","docsUrl":"https://github.com/dreamfactorysoftware/dreamfactory","githubUrl":"https://github.com/dreamfactorysoftware/dreamfactory","tagline":"Self-hosted software development - api management software.","shortDescription":"Turns any SQL/NoSQL/Structured data into Restful API.","agentSummary":"DreamFactory is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - api management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker, K8S. 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Store experiments, use a database to find reagents or protocols, use trusted timestamping to legally timestamp an experiment, export as pdf or zip archive, share with...","agentSummary":"eLabFTW is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. 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Source code: https://gitlab.com/fdroid/fdroidserver"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://gitlab.com/fdroid/fdroidserver"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://f-droid.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://gitlab.com/fdroid/fdroidserver"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://gitlab.com/fdroid/fdroidserver"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://gitlab.com/fdroid/fdroidserver"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://gitlab.com/fdroid/fdroidserver"}]},{"slug":"feedcord","name":"FeedCord","url":"https://canagentsuse.com/tools/feedcord","websiteUrl":"https://github.com/Qolors/FeedCord","docsUrl":"https://github.com/Qolors/FeedCord","githubUrl":"https://github.com/Qolors/FeedCord","tagline":"Self-hosted feed readers software.","shortDescription":"Simple, lightweight & customizable RSS News Feed for your Discord Server.","agentSummary":"FeedCord is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. 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This includes Web search engines.","sortOrder":274}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/codelibs/fess"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://fess.codelibs.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/codelibs/fess"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/codelibs/fess"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/codelibs/fess"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/codelibs/fess"}]},{"slug":"firefox-account-server","name":"Firefox Account Server","url":"https://canagentsuse.com/tools/firefox-account-server","websiteUrl":"https://mozilla-services.readthedocs.io/en/latest/howtos/run-fxa.html","docsUrl":"https://github.com/mozilla/fxa","githubUrl":"https://github.com/mozilla/fxa","tagline":"Self-hosted bookmarks and link sharing software.","shortDescription":"Host your own Firefox accounts server.","agentSummary":"Firefox Account Server is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted bookmarks and link sharing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Java. Source code: https://github.com/mozilla/fxa","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Java. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted note-taking & editors workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted automation workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/orangecoding/fredy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. 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Source code: https://github.com/apioo/fusio"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-api-management","name":"Software Development - API Management","description":"API management is the process of creating and publishing application programming interfaces (APIs), enforcing their usage policies, controlling access, nurturing the subscriber community, collecting and analyzing...","sortOrder":276}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/apioo/fusio"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.fusio-project.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/apioo/fusio"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/apioo/fusio"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/apioo/fusio"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/apioo/fusio"}]},{"slug":"galene","name":"Galene","url":"https://canagentsuse.com/tools/galene","websiteUrl":"https://galene.org/","docsUrl":"https://github.com/jech/galene","githubUrl":"https://github.com/jech/galene","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"Video conferencing server that is easy to deploy and that requires moderate server resources.","agentSummary":"Galene is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/jech/galene","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, .NET. Source code: https://github.com/gaseous-project/gaseous-server","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, .NET. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - multimedia streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, deb, C++. Source code: https://github.com/gerbera/gerbera","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, deb, C++. Source code: https://github.com/gerbera/gerbera"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-multimedia-streaming","name":"Media Streaming - Multimedia Streaming","description":"Multimedia streaming tools and software.","sortOrder":256}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/gerbera/gerbera"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://gerbera.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/gerbera/gerbera"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/gerbera/gerbera"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/gerbera/gerbera"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/gerbera/gerbera"}]},{"slug":"gitbucket","name":"gitbucket","url":"https://canagentsuse.com/tools/gitbucket","websiteUrl":"https://gitbucket.github.io/","docsUrl":"https://github.com/gitbucket/gitbucket","githubUrl":"https://github.com/gitbucket/gitbucket","tagline":"Self-hosted software development - project management software.","shortDescription":"Git platform powered with easy installation, high extensibility & GitHub API compatibility (alternative to GitHub).","agentSummary":"gitbucket is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted web servers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/pldubouilh/gossa"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/pldubouilh/gossa"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/pldubouilh/gossa"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pldubouilh/gossa"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pldubouilh/gossa"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pldubouilh/gossa"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pldubouilh/gossa"}]},{"slug":"gotenberg","name":"Gotenberg","url":"https://canagentsuse.com/tools/gotenberg","websiteUrl":"https://gotenberg.dev","docsUrl":"https://github.com/gotenberg/gotenberg","githubUrl":"https://github.com/gotenberg/gotenberg","tagline":"Self-hosted document management software.","shortDescription":"Developer-friendly API to interact with powerful tools like Chromium and LibreOffice for converting numerous document formats (HTML, Markdown, Word, Excel, etc.) into PDF files, and more.","agentSummary":"Gotenberg is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/gotenberg/gotenberg","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/gotenberg/gotenberg"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":202,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management","name":"Document Management","description":"A document management system (DMS) is a system used to receive, track, manage and store documents and reduce paper.","sortOrder":230},{"slug":"selfhosted-automation","name":"Automation","description":"Automation software designed to reduce human intervention in processes.","sortOrder":203}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/gotenberg/gotenberg"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://gotenberg.dev"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/gotenberg/gotenberg"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/gotenberg/gotenberg"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/gotenberg/gotenberg"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/gotenberg/gotenberg"}]},{"slug":"graphhopper","name":"GraphHopper","url":"https://canagentsuse.com/tools/graphhopper","websiteUrl":"https://graphhopper.com/","docsUrl":"https://github.com/graphhopper/graphhopper","githubUrl":"https://github.com/graphhopper/graphhopper","tagline":"Self-hosted maps and global positioning system (gps) software.","shortDescription":"Fast routing library and server using OpenStreetMap.","agentSummary":"GraphHopper is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/graphhopper/graphhopper","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Source code: https://github.com/graphhopper/graphhopper"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":163,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/graphhopper/graphhopper"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://graphhopper.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/graphhopper/graphhopper"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/graphhopper/graphhopper"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/graphhopper/graphhopper"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/graphhopper/graphhopper"}]},{"slug":"graphweaver","name":"Graphweaver","url":"https://canagentsuse.com/tools/graphweaver","websiteUrl":"https://graphweaver.com/","docsUrl":"https://github.com/exogee-technology/graphweaver","githubUrl":"https://github.com/exogee-technology/graphweaver","tagline":"Self-hosted software development - api management software.","shortDescription":"Turn multiple data sources into a single GraphQL API.","agentSummary":"Graphweaver is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - api management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - object storage & file servers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted automation workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. 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Source code: https://github.com/home-assistant/core"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":704,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-internet-of-things-iot","name":"Internet of Things (IoT)","description":"Internet of Things describes physical objects with sensors, processing ability, software, and other technologies that connect and exchange data with other devices over the Internet.","sortOrder":248}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/home-assistant/core"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://home-assistant.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/home-assistant/core"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/home-assistant/core"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/home-assistant/core"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/home-assistant/core"}]},{"slug":"homepage-by-gethomepage","name":"Homepage by gethomepage","url":"https://canagentsuse.com/tools/homepage-by-gethomepage","websiteUrl":"https://github.com/gethomepage/homepage","docsUrl":"https://github.com/gethomepage/homepage","githubUrl":"https://github.com/gethomepage/homepage","tagline":"Self-hosted personal dashboards software.","shortDescription":"Highly customizable homepage (or startpage / application dashboard) with Docker and service API integrations.","agentSummary":"Homepage by gethomepage is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted personal dashboards workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Rust. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. 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Source code: https://github.com/isso-comments/isso"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":155,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/isso-comments/isso"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://isso-comments.de/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/isso-comments/isso"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/isso-comments/isso"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/isso-comments/isso"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/isso-comments/isso"}]},{"slug":"janus","name":"Janus","url":"https://canagentsuse.com/tools/janus","websiteUrl":"https://janus.conf.meetecho.com/","docsUrl":"https://github.com/meetecho/janus-gateway","githubUrl":"https://github.com/meetecho/janus-gateway","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"General-purpose, lightweight, minimalist WebRTC Server.","agentSummary":"Janus is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - ide & tools workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - sip workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, deb. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: .NET, Docker. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as ⊘ Proprietary; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-2.1, MIT, Zlib; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, Lua, deb. Source code: https://github.com/luanti-org/luanti","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, Lua, deb. Source code: https://github.com/luanti-org/luanti"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":206,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/luanti-org/luanti"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.luanti.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/luanti-org/luanti"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/luanti-org/luanti"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/luanti-org/luanti"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/luanti-org/luanti"}]},{"slug":"lura","name":"Lura","url":"https://canagentsuse.com/tools/lura","websiteUrl":"https://luraproject.org/","docsUrl":"https://github.com/luraproject/lura","githubUrl":"https://github.com/luraproject/lura","tagline":"Self-hosted software development - api management software.","shortDescription":"High-performance API Gateway.","agentSummary":"Lura is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - api management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/luraproject/lura","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/luraproject/lura"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":165,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-api-management","name":"Software Development - API Management","description":"API management is the process of creating and publishing application programming interfaces (APIs), enforcing their usage policies, controlling access, nurturing the subscriber community, collecting and analyzing...","sortOrder":276}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/luraproject/lura"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://luraproject.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/luraproject/lura"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/luraproject/lura"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/luraproject/lura"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/luraproject/lura"}]},{"slug":"lyrion-music-server","name":"Lyrion Music Server","url":"https://canagentsuse.com/tools/lyrion-music-server","websiteUrl":"https://lyrion.org/","docsUrl":"https://github.com/lms-community/slimserver","githubUrl":"https://github.com/lms-community/slimserver","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Server software which controls a wide range of Squeezebox/Slim Devices audio players and compatible hardware (formerly Logitech Media Server).","agentSummary":"Lyrion Music Server is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: deb, Docker, Perl. Source code: https://github.com/lms-community/slimserver","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: deb, Docker, Perl. Source code: https://github.com/lms-community/slimserver"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/lms-community/slimserver"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://lyrion.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/lms-community/slimserver"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/lms-community/slimserver"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/lms-community/slimserver"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/lms-community/slimserver"}]},{"slug":"maddy-mail-server","name":"Maddy Mail Server","url":"https://canagentsuse.com/tools/maddy-mail-server","websiteUrl":"https://maddy.email/","docsUrl":"https://github.com/foxcpp/maddy","githubUrl":"https://github.com/foxcpp/maddy","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"All-in-one mail server that implements SMTP (both MTA and MX) and IMAP. Replaces Postfix, Dovecot, OpenDKIM, OpenSPF, OpenDMARC with single daemon.","agentSummary":"Maddy Mail Server is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/foxcpp/maddy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/foxcpp/maddy"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":159,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-complete-solutions","name":"Communication - Email - Complete Solutions","description":"Simple deployment of E-mail servers, e.g. for inexperienced or impatient admins.","sortOrder":210}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/foxcpp/maddy"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://maddy.email/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/foxcpp/maddy"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/foxcpp/maddy"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/foxcpp/maddy"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/foxcpp/maddy"}]},{"slug":"mail-in-a-box","name":"Mail-in-a-Box","url":"https://canagentsuse.com/tools/mail-in-a-box","websiteUrl":"https://mailinabox.email/","docsUrl":"https://github.com/mail-in-a-box/mailinabox","githubUrl":"https://github.com/mail-in-a-box/mailinabox","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"Turns any Ubuntu server into a fully functional mail server with one command.","agentSummary":"Mail-in-a-Box is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as CC0-1.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. Source code: https://github.com/mail-in-a-box/mailinabox","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/Mailu/Mailu","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. 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Source code: https://github.com/mediacms-io/mediacms"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":152,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/mediacms-io/mediacms"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://mediacms.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mediacms-io/mediacms"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mediacms-io/mediacms"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mediacms-io/mediacms"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mediacms-io/mediacms"}]},{"slug":"mediamtx","name":"MediaMTX","url":"https://canagentsuse.com/tools/mediamtx","websiteUrl":"https://mediamtx.org","docsUrl":"https://github.com/bluenviron/mediamtx","githubUrl":"https://github.com/bluenviron/mediamtx","tagline":"Self-hosted media streaming - multimedia streaming software.","shortDescription":"Ready-to-use, zero-dependency real-time media server and proxy to publish, read, record, playback and route video/audio streams over SRT, WebRTC, RTSP, RTMP, HLS, MPEG-TS, RTP.","agentSummary":"MediaMTX is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - multimedia streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/bluenviron/mediamtx","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/bluenviron/mediamtx"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":246,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-multimedia-streaming","name":"Media Streaming - Multimedia Streaming","description":"Multimedia streaming tools and software.","sortOrder":256}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/bluenviron/mediamtx"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://mediamtx.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bluenviron/mediamtx"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bluenviron/mediamtx"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bluenviron/mediamtx"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bluenviron/mediamtx"}]},{"slug":"meelo","name":"Meelo","url":"https://canagentsuse.com/tools/meelo","websiteUrl":"https://github.com/Arthi-chaud/Meelo","docsUrl":"https://github.com/Arthi-chaud/Meelo","githubUrl":"https://github.com/Arthi-chaud/Meelo","tagline":"Self-hosted media streaming - multimedia streaming software.","shortDescription":"Personal Music Server, designed for collectors and music maniacs.","agentSummary":"Meelo is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted remote access workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. 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Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public model pricing with token-based rates.","authModel":"API keys through La Plateforme.","accountCreation":"Self-serve account creation with billing for paid usage.","browserSupport":"Console supports key and usage management.","cliPackage":null,"apiBaseUrl":"https://api.mistral.ai/v1","mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"API docs cover chat, embeddings, agents, OCR, files, and fine-tuning."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console supports key and usage management."}]},{"key":"safety","label":"Agent safety","weight":25,"score":10.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence 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Offers a superset of the mpd API, as well as integration with 3rd party services like Spotify, SoundCloud etc.","agentSummary":"Mopidy is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/mopidy/mopidy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/mopidy/mopidy"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":176,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/mopidy/mopidy"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.mopidy.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mopidy/mopidy"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mopidy/mopidy"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mopidy/mopidy"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mopidy/mopidy"}]},{"slug":"mstream","name":"mStream","url":"https://canagentsuse.com/tools/mstream","websiteUrl":"https://mstream.io/","docsUrl":"https://github.com/IrosTheBeggar/mStream","githubUrl":"https://github.com/IrosTheBeggar/mStream","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Music streaming server with GUI management tools. Runs on Mac, Windows, and Linux.","agentSummary":"mStream is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Source code: https://github.com/IrosTheBeggar/mStream"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":135,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/IrosTheBeggar/mStream"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://mstream.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/IrosTheBeggar/mStream"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/IrosTheBeggar/mStream"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/IrosTheBeggar/mStream"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/IrosTheBeggar/mStream"}]},{"slug":"myfin-budget","name":"MyFin Budget","url":"https://canagentsuse.com/tools/myfin-budget","websiteUrl":"https://myfinbudget.com","docsUrl":"https://github.com/afaneca/myfin","githubUrl":"https://github.com/afaneca/myfin","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Personal finances platform (web + REST API + Android) that'll help you budget, keep track of your income/spending and forecast your financial future.","agentSummary":"MyFin Budget is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/afaneca/myfin","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted automation workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, deb. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/osm-search/Nominatim"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":148,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/osm-search/Nominatim"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://nominatim.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/osm-search/Nominatim"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/osm-search/Nominatim"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/osm-search/Nominatim"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/osm-search/Nominatim"}]},{"slug":"notifo","name":"Notifo","url":"https://canagentsuse.com/tools/notifo","websiteUrl":"https://github.com/notifo-io/notifo","docsUrl":"https://github.com/notifo-io/notifo","githubUrl":"https://github.com/notifo-io/notifo","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Multichannel notification server with support for Email, Mobile Push, Web Push, SMS, messaging and a javascript plugin.","agentSummary":"Notifo is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C#. Source code: https://github.com/notifo-io/notifo","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C#. Source code: https://github.com/notifo-io/notifo"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/notifo-io/notifo"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/notifo-io/notifo"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/notifo-io/notifo"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/notifo-io/notifo"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/notifo-io/notifo"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/notifo-io/notifo"}]},{"slug":"olivetin","name":"OliveTin","url":"https://canagentsuse.com/tools/olivetin","websiteUrl":"https://www.olivetin.app/","docsUrl":"https://github.com/OliveTin/OliveTin","githubUrl":"https://github.com/OliveTin/OliveTin","tagline":"Self-hosted automation software.","shortDescription":"Web interface for running Linux shell commands.","agentSummary":"OliveTin is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted automation workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/OliveTin/OliveTin","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/OliveTin/OliveTin"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":144,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-automation","name":"Automation","description":"Automation software designed to reduce human intervention in processes.","sortOrder":203}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/OliveTin/OliveTin"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.olivetin.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/OliveTin/OliveTin"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/OliveTin/OliveTin"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/OliveTin/OliveTin"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/OliveTin/OliveTin"}]},{"slug":"omeka","name":"Omeka","url":"https://canagentsuse.com/tools/omeka","websiteUrl":"https://omeka.org","docsUrl":"https://github.com/omeka/Omeka","githubUrl":"https://github.com/omeka/Omeka","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"Create complex narratives and share rich collections, adhering to Dublin Core standards with Omeka on your server, designed for scholars, museums, libraries, archives, and enthusiasts.","agentSummary":"Omeka is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/omeka/Omeka","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted archiving and digital preservation (dp) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/omeka/omeka-s","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-2-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++. Source code: https://github.com/Project-OSRM/osrm-backend","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++. Source code: https://github.com/Project-OSRM/osrm-backend"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":171,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/Project-OSRM/osrm-backend"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"http://project-osrm.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Project-OSRM/osrm-backend"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Project-OSRM/osrm-backend"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Project-OSRM/osrm-backend"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Project-OSRM/osrm-backend"}]},{"slug":"open-webui","name":"Open-WebUI","url":"https://canagentsuse.com/tools/open-webui","websiteUrl":"https://openwebui.com","docsUrl":"https://github.com/open-webui/open-webui","githubUrl":"https://github.com/open-webui/open-webui","tagline":"Self-hosted generative artificial intelligence (genai) software.","shortDescription":"User-friendly AI Interface, supports Ollama, OpenAI API.","agentSummary":"Open-WebUI is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted generative artificial intelligence (genai) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/open-webui/open-webui","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/open-webui/open-webui"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":950,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-generative-artificial-intelligence-genai","name":"Generative Artificial Intelligence (GenAI)","description":"Generative Artificial Intelligence (GenAI) is a subset of artificial intelligence that uses generative models to produce text, images, videos, or other forms of data.","sortOrder":243}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/open-webui/open-webui"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://openwebui.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/open-webui/open-webui"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/open-webui/open-webui"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/open-webui/open-webui"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/open-webui/open-webui"}]},{"slug":"openfire","name":"Openfire","url":"https://canagentsuse.com/tools/openfire","websiteUrl":"https://www.igniterealtime.org/projects/openfire/","docsUrl":"https://github.com/igniterealtime/Openfire","githubUrl":"https://github.com/igniterealtime/Openfire","tagline":"Self-hosted communication - xmpp - servers software.","shortDescription":"Real time collaboration (RTC) server.","agentSummary":"Openfire is self-hostable software from the Awesome Selfhosted data index. 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Source code: https://github.com/igniterealtime/Openfire"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":140,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-xmpp-servers","name":"Communication - XMPP - Servers","description":"Extensible Messaging and Presence Protocol servers.","sortOrder":219}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/igniterealtime/Openfire"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.igniterealtime.org/projects/openfire/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/igniterealtime/Openfire"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/igniterealtime/Openfire"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/igniterealtime/Openfire"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/igniterealtime/Openfire"}]},{"slug":"openhab","name":"openHAB","url":"https://canagentsuse.com/tools/openhab","websiteUrl":"https://www.openhab.org","docsUrl":"https://github.com/openhab/openhab-core","githubUrl":"https://github.com/openhab/openhab-core","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"Vendor and technology agnostic open source software for home automation.","agentSummary":"openHAB is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as EPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. 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Source code: https://github.com/OvenMediaLabs/OvenMediaEngine"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":141,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/OvenMediaLabs/OvenMediaEngine"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/OvenMediaLabs/OvenMediaEngine"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/OvenMediaLabs/OvenMediaEngine"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/OvenMediaLabs/OvenMediaEngine"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/OvenMediaLabs/OvenMediaEngine"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/OvenMediaLabs/OvenMediaEngine"}]},{"slug":"owncast","name":"Owncast","url":"https://canagentsuse.com/tools/owncast","websiteUrl":"https://owncast.online/","docsUrl":"https://github.com/owncast/owncast","githubUrl":"https://github.com/owncast/owncast","tagline":"Self-hosted media streaming - video streaming software.","shortDescription":"Decentralized single-user live video streaming and chat server for running your own live streams similar in style to the large mainstream options.","agentSummary":"Owncast is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - video streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - api management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted inventory management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP, Nodejs. 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It is made for photographers and aims to provide an easy and fast way to navigate directories, with thousands of high resolution photos.","agentSummary":"Photoview is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. 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A...","sortOrder":293}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/pomerium/pomerium"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.pomerium.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pomerium/pomerium"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pomerium/pomerium"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pomerium/pomerium"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pomerium/pomerium"}]},{"slug":"postal","name":"Postal","url":"https://canagentsuse.com/tools/postal","websiteUrl":"https://docs.postalserver.io/","docsUrl":"https://github.com/postalserver/postal","githubUrl":"https://github.com/postalserver/postal","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"Complete and fully featured mail server for use by websites & web servers.","agentSummary":"Postal is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Ruby. Source code: https://github.com/postalserver/postal","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/pterodactyl/panel","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/pterodactyl/panel"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":179,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/pterodactyl/panel"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://pterodactyl.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pterodactyl/panel"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pterodactyl/panel"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pterodactyl/panel"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pterodactyl/panel"}]},{"slug":"pufferpanel","name":"PufferPanel","url":"https://canagentsuse.com/tools/pufferpanel","websiteUrl":"https://www.pufferpanel.com/","docsUrl":"https://github.com/pufferpanel/pufferpanel","githubUrl":"https://github.com/pufferpanel/pufferpanel","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"Game server management panel designed for both small networks and game server providers.","agentSummary":"PufferPanel is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/pufferpanel/pufferpanel","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/pufferpanel/pufferpanel"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/pufferpanel/pufferpanel"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.pufferpanel.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pufferpanel/pufferpanel"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pufferpanel/pufferpanel"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pufferpanel/pufferpanel"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pufferpanel/pufferpanel"}]},{"slug":"pushbits","name":"PushBits","url":"https://canagentsuse.com/tools/pushbits","websiteUrl":"https://github.com/pushbits/server","docsUrl":"https://github.com/pushbits/server","githubUrl":"https://github.com/pushbits/server","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Notification server for relaying push notifications via Matrix, similar to PushBullet and Gotify.","agentSummary":"PushBits is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as ISC; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/pushbits/server","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/pushbits/server"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/pushbits/server"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/pushbits/server"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pushbits/server"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pushbits/server"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pushbits/server"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pushbits/server"}]},{"slug":"pydio","name":"Pydio","url":"https://canagentsuse.com/tools/pydio","websiteUrl":"https://pydio.com/","docsUrl":"https://github.com/pydio/cells","githubUrl":"https://github.com/pydio/cells","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"Turn any web server into a powerful file management system and an alternative to mainstream cloud storage providers.","agentSummary":"Pydio is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/pydio/cells","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted calendar & contacts workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/datarhei/restreamer","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/datarhei/restreamer"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":153,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/datarhei/restreamer"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://datarhei.github.io/restreamer/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/datarhei/restreamer"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/datarhei/restreamer"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/datarhei/restreamer"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/datarhei/restreamer"}]},{"slug":"retrom","name":"Retrom","url":"https://canagentsuse.com/tools/retrom","websiteUrl":"https://github.com/JMBeresford/retrom","docsUrl":"https://github.com/JMBeresford/retrom","githubUrl":"https://github.com/JMBeresford/retrom","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"Private cloud game library distribution server + frontend/launcher.","agentSummary":"Retrom is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Rust. Source code: https://github.com/JMBeresford/retrom","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Rust. Source code: https://github.com/JMBeresford/retrom"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/JMBeresford/retrom"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/JMBeresford/retrom"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/JMBeresford/retrom"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/JMBeresford/retrom"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/JMBeresford/retrom"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/JMBeresford/retrom"}]},{"slug":"revive-adserver","name":"Revive Adserver","url":"https://canagentsuse.com/tools/revive-adserver","websiteUrl":"https://www.revive-adserver.com/","docsUrl":"https://github.com/revive-adserver/revive-adserver","githubUrl":"https://github.com/revive-adserver/revive-adserver","tagline":"Self-hosted miscellaneous software.","shortDescription":"Ad serving system. Formerly known as OpenX Adserver and phpAdsNew.","agentSummary":"Revive Adserver is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/revive-adserver/revive-adserver","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - sip workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, Shell. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted bookmarks and link sharing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, deb. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb. 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Source code: https://github.com/spree/spree"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":223,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/spree/spree"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://spreecommerce.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/spree/spree"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/spree/spree"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/spree/spree"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/spree/spree"}]},{"slug":"srs","name":"SRS","url":"https://canagentsuse.com/tools/srs","websiteUrl":"https://ossrs.io/","docsUrl":"https://github.com/ossrs/srs","githubUrl":"https://github.com/ossrs/srs","tagline":"Self-hosted media streaming - video streaming software.","shortDescription":"A simple, high efficiency and real-time video server, supports RTMP, WebRTC, HLS, HTTP-FLV and SRT.","agentSummary":"SRS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - video streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, C++. Source code: https://github.com/ossrs/srs","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, C++. Source code: https://github.com/ossrs/srs"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":312,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/ossrs/srs"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://ossrs.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ossrs/srs"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ossrs/srs"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ossrs/srs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ossrs/srs"}]},{"slug":"stackstorm","name":"StackStorm","url":"https://canagentsuse.com/tools/stackstorm","websiteUrl":"https://stackstorm.com","docsUrl":"https://github.com/StackStorm/st2","githubUrl":"https://github.com/StackStorm/st2","tagline":"Self-hosted automation software.","shortDescription":"StackStorm (aka _IFTTT for Ops_) is event-driven automation for auto-remediation, security responses, troubleshooting, deployments, and more. 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Source code: https://github.com/StackStorm/st2"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":163,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-automation","name":"Automation","description":"Automation software designed to reduce human intervention in processes.","sortOrder":203}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/StackStorm/st2"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://stackstorm.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/StackStorm/st2"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/StackStorm/st2"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/StackStorm/st2"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/StackStorm/st2"}]},{"slug":"stalwart-mail-server","name":"Stalwart Mail Server","url":"https://canagentsuse.com/tools/stalwart-mail-server","websiteUrl":"https://stalw.art","docsUrl":"https://github.com/stalwartlabs/stalwart","githubUrl":"https://github.com/stalwartlabs/stalwart","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"All-in-one mail server with JMAP, IMAP4, and SMTP support and a wide range of modern features.","agentSummary":"Stalwart Mail Server is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker. Source code: https://github.com/stalwartlabs/stalwart","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker. Source code: https://github.com/stalwartlabs/stalwart"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":207,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-complete-solutions","name":"Communication - Email - Complete Solutions","description":"Simple deployment of E-mail servers, e.g. for inexperienced or impatient admins.","sortOrder":210}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/stalwartlabs/stalwart"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://stalw.art"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/stalwartlabs/stalwart"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/stalwartlabs/stalwart"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/stalwartlabs/stalwart"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/stalwartlabs/stalwart"}]},{"slug":"startos","name":"StartOS","url":"https://canagentsuse.com/tools/startos","websiteUrl":"https://start9.com","docsUrl":"https://github.com/Start9Labs/start-os","githubUrl":"https://github.com/Start9Labs/start-os","tagline":"Self-hosted self-hosting solutions software.","shortDescription":"Browser-based, graphical Operating System (OS) that makes running a personal server as easy as running a personal computer.","agentSummary":"StartOS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted self-hosting solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust. 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Total local control with quick setup and updates. Control using MQTT, Web UI, HTTP or serial. Automate using timers, rules or scripts. Integration with home automation solutions.","agentSummary":"Tasmota is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C, C++. 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Source code: https://github.com/TechnitiumSoftware/DnsServer"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":178,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-dns","name":"DNS","description":"DNS servers and management tools with advertisement blocking functionality, primarily aimed at home or small networks.","sortOrder":226}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/TechnitiumSoftware/DnsServer"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://technitium.com/dns/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TechnitiumSoftware/DnsServer"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TechnitiumSoftware/DnsServer"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TechnitiumSoftware/DnsServer"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TechnitiumSoftware/DnsServer"}]},{"slug":"teleport","name":"Teleport","url":"https://canagentsuse.com/tools/teleport","websiteUrl":"https://goteleport.com/","docsUrl":"https://github.com/gravitational/teleport","githubUrl":"https://github.com/gravitational/teleport","tagline":"Self-hosted miscellaneous software.","shortDescription":"Certificate authority and access plane for SSH, Kubernetes, web applications, and databases.","agentSummary":"Teleport is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. Source code: https://github.com/gravitational/teleport","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted web servers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. 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Source code: https://github.com/trailbaseio/trailbase"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":8.8,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":155,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-low-code","name":"Software Development - Low Code","description":"A low-code development platform (LCDP) provides a development environment used to create application software through a graphical user interface.","sortOrder":282}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs.","evidenceUrl":"https://github.com/trailbaseio/trailbase"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://trailbase.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/trailbaseio/trailbase"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/trailbaseio/trailbase"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/trailbaseio/trailbase"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/trailbaseio/trailbase"}]},{"slug":"tubesync","name":"tubesync","url":"https://canagentsuse.com/tools/tubesync","websiteUrl":"https://github.com/meeb/tubesync","docsUrl":"https://github.com/meeb/tubesync","githubUrl":"https://github.com/meeb/tubesync","tagline":"Self-hosted media management software.","shortDescription":"Syncs YouTube channels and playlists to a locally hosted media server.","agentSummary":"tubesync is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/meeb/tubesync","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: deb, Docker, Nix, Rust. Source code: https://github.com/matrix-construct/tuwunel","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":64,"agentTier":"Usable","scoreBreakdown":{"score":64,"tier":"Usable","summary":"Usable: 64/100. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. 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Install on a Raspberry Pi 4 or Ubuntu/Debian.","agentSummary":"Umbrel is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted self-hosting solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":9,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Metadata suggests an API, server, integration, or automation surface; verify exact endpoints in project docs."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":20.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker, K8S. 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found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs include API, SDK, and model catalog 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needs, and deletion policies need product review. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public storage/bandwidth pricing with free tier.","authModel":"API keys, app IDs, server-side route auth, and callback validation.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard supports apps, files, keys, and usage.","cliPackage":null,"apiBaseUrl":"https://api.uploadthing.com","mcpServer":null,"agentScore":61,"agentTier":"Usable","scoreBreakdown":{"score":61,"tier":"Usable","summary":"Usable: 61/100. 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Verify official docs, pricing, rate limits, permissions, and production side effects before delegating account-changing actions to an agent. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public task-based pricing with free and paid plans.","authModel":"Zapier account auth, connected app OAuth, per-server tool configuration, and MCP client auth.","accountCreation":"Self-serve signup.","browserSupport":"Editor UI is important for reviewing actions and connections.","cliPackage":"zapier","apiBaseUrl":null,"mcpServer":"https://mcp.zapier.com","agentScore":61,"agentTier":"Usable","scoreBreakdown":{"score":61,"tier":"Usable","summary":"Usable: 61/100. 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Identity configuration, redirect URLs, provider credentials, user lifecycle actions, and permission scopes can lock users out or expose accounts if automated without review. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Public MAU-based pricing with free and paid tiers.","authModel":"Secret keys, publishable keys, JWT/session auth, OAuth providers.","accountCreation":"Self-serve signup.","browserSupport":"Dashboard is important for instance configuration.","cliPackage":null,"apiBaseUrl":"https://api.clerk.com","mcpServer":null,"agentScore":59,"agentTier":"Usable","scoreBreakdown":{"score":59,"tier":"Usable","summary":"Usable: 59/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Backend API and SDKs support users, organizations, sessions, and invitations."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard configuration is often required."}]},{"key":"safety","label":"Agent safety","weight":25,"score":9.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Framework guides are practical for agents wiring apps."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public MAU-based pricing with free and paid tiers."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Secret keys, publishable keys, JWT/session auth, OAuth providers."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":6.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":360,"isFeatured":false,"categories":[{"slug":"auth-accounts","name":"Auth & accounts","description":"Authentication, identity, user management, and account flows.","sortOrder":50}],"useCases":[{"slug":"manage-users","name":"Manage users","description":"Create, authenticate, segment, and support users or teams."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Backend API and SDKs support users, organizations, sessions, and invitations.","evidenceUrl":"https://clerk.com/docs"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard configuration is often required.","evidenceUrl":"https://clerk.com/docs"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup.","evidenceUrl":"https://clerk.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public MAU-based pricing with free and paid tiers.","evidenceUrl":"https://clerk.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Framework guides are practical for agents wiring apps.","evidenceUrl":"https://clerk.com/docs"}]},{"slug":"mailgun","name":"Mailgun","url":"https://canagentsuse.com/tools/mailgun","websiteUrl":"https://www.mailgun.com","docsUrl":"https://documentation.mailgun.com","githubUrl":null,"tagline":"Email sending, validation, receiving, and deliverability APIs.","shortDescription":"Mailgun exposes OpenAPI-described email APIs for sending, domains, events, routes, suppression lists, and validation.","agentSummary":"Agents can send and inspect email delivery flows through API endpoints with clear domain and event concepts.","bestFor":"Transactional email, inbound routes, email validation, and delivery analytics.","cautionNotes":"Key limitations: Sender reputation, compliance, and bulk sends need approval and throttling. Outbound messages, SMS, email deliverability, consent, unsubscribe behavior, private chats, and customer-facing replies need approval, throttling, and audit logs. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Account setup or elevated access may require vendor, admin, or compliance approval before an agent can operate independently.","pricingSummary":"Public monthly and usage-based email pricing.","authModel":"API keys, domain credentials, webhooks, and signatures.","accountCreation":"Self-serve signup with domain verification.","browserSupport":"Control panel is useful for domain setup, logs, and deliverability review.","cliPackage":null,"apiBaseUrl":"https://api.mailgun.net/v3","mcpServer":null,"agentScore":57,"agentTier":"Usable","scoreBreakdown":{"score":57,"tier":"Usable","summary":"Usable: 57/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12.5,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Mailgun API is documented with OpenAPI and covers messages, domains, events, routes, and keys."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"Control panel is useful for domain setup, logs, and deliverability review."}]},{"key":"safety","label":"Agent safety","weight":25,"score":4.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs include API reference, SDKs, webhooks, and deliverability guidance."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Pricing is public by monthly volume and features."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup with domain verification."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API keys, domain credentials, webhooks, and signatures."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":10.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":470,"isFeatured":false,"categories":[{"slug":"email-messaging","name":"Email & messaging","description":"Transactional email, SMS, chat, and collaboration surfaces.","sortOrder":70}],"useCases":[{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Mailgun API is documented with OpenAPI and covers messages, domains, events, routes, and keys.","evidenceUrl":"https://documentation.mailgun.com/docs/mailgun/api-reference/send/mailgun/messages"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"partial","detail":"Control panel is useful for domain setup, logs, and deliverability review.","evidenceUrl":"https://www.mailgun.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve signup with domain verification.","evidenceUrl":"https://www.mailgun.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Pricing is public by monthly volume and features.","evidenceUrl":"https://www.mailgun.com/pricing/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs include API reference, SDKs, webhooks, and deliverability guidance.","evidenceUrl":"https://documentation.mailgun.com"}]},{"slug":"alf-io","name":"Alf.io","url":"https://canagentsuse.com/tools/alf-io","websiteUrl":"https://alf.io/","docsUrl":"https://github.com/alfio-event/alf.io","githubUrl":"https://github.com/alfio-event/alf.io","tagline":"Self-hosted booking and scheduling software.","shortDescription":"Ticket reservation system.","agentSummary":"Alf.io is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted booking and scheduling workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/alfio-event/alf.io","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":56,"agentTier":"Usable","scoreBreakdown":{"score":56,"tier":"Usable","summary":"Usable: 56/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/alfio-event/alf.io"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":6.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":130,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-booking-and-scheduling","name":"Booking and Scheduling","description":"Event scheduling, reservation, and appointment management software.","sortOrder":206}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://alf.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/alfio-event/alf.io"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/alfio-event/alf.io"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/alfio-event/alf.io"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/alfio-event/alf.io"}]},{"slug":"bitpoll","name":"Bitpoll","url":"https://canagentsuse.com/tools/bitpoll","websiteUrl":"https://github.com/fsinfuhh/Bitpoll","docsUrl":"https://github.com/fsinfuhh/Bitpoll","githubUrl":"https://github.com/fsinfuhh/Bitpoll","tagline":"Self-hosted polls and events software.","shortDescription":"Conduct polls about dates, times or general questions.","agentSummary":"Bitpoll is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted polls and events workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/fsinfuhh/Bitpoll","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":56,"agentTier":"Usable","scoreBreakdown":{"score":56,"tier":"Usable","summary":"Usable: 56/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/fsinfuhh/Bitpoll"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":6.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-polls-and-events","name":"Polls and Events","description":"Software for organising polls and events.","sortOrder":269}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/fsinfuhh/Bitpoll"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/fsinfuhh/Bitpoll"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/fsinfuhh/Bitpoll"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/fsinfuhh/Bitpoll"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/fsinfuhh/Bitpoll"}]},{"slug":"bracket","name":"Bracket","url":"https://canagentsuse.com/tools/bracket","websiteUrl":"https://docs.bracketapp.nl/","docsUrl":"https://github.com/evroon/bracket","githubUrl":"https://github.com/evroon/bracket","tagline":"Self-hosted polls and events software.","shortDescription":"Flexible tournament system to build a tournament setup, add teams, schedule matches, keep track of scores and present ranking live to the public.","agentSummary":"Bracket is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted polls and events workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/evroon/bracket","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":56,"agentTier":"Usable","scoreBreakdown":{"score":56,"tier":"Usable","summary":"Usable: 56/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/evroon/bracket"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":6.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-polls-and-events","name":"Polls and Events","description":"Software for organising polls and events.","sortOrder":269}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.bracketapp.nl/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/evroon/bracket"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/evroon/bracket"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/evroon/bracket"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/evroon/bracket"}]},{"slug":"christmas-community","name":"Christmas Community","url":"https://canagentsuse.com/tools/christmas-community","websiteUrl":"https://github.com/Wingysam/Christmas-Community","docsUrl":"https://github.com/Wingysam/Christmas-Community","githubUrl":"https://github.com/Wingysam/Christmas-Community","tagline":"Self-hosted polls and events software.","shortDescription":"Create a simple place for your entire family to use to find gifts that people want, and to avoid double-gifting.","agentSummary":"Christmas Community is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted polls and events workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/Wingysam/Christmas-Community","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":56,"agentTier":"Usable","scoreBreakdown":{"score":56,"tier":"Usable","summary":"Usable: 56/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/Wingysam/Christmas-Community"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":6.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-polls-and-events","name":"Polls and Events","description":"Software for organising polls and events.","sortOrder":269}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Wingysam/Christmas-Community"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Wingysam/Christmas-Community"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Wingysam/Christmas-Community"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Wingysam/Christmas-Community"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Wingysam/Christmas-Community"}]},{"slug":"claper","name":"Claper","url":"https://canagentsuse.com/tools/claper","websiteUrl":"https://claper.co/","docsUrl":"https://github.com/ClaperCo/Claper","githubUrl":"https://github.com/ClaperCo/Claper","tagline":"Self-hosted polls and events software.","shortDescription":"The ultimate tool to interact with your audience (alternative to Slido, AhaSlides and Mentimeter).","agentSummary":"Claper is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted polls and events workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Elixir, Docker. Source code: https://github.com/ClaperCo/Claper","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":56,"agentTier":"Usable","scoreBreakdown":{"score":56,"tier":"Usable","summary":"Usable: 56/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Elixir, Docker. Source code: https://github.com/ClaperCo/Claper"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":6.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Tool documents webhooks, events, or notification flows."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-polls-and-events","name":"Polls and Events","description":"Software for organising polls and events.","sortOrder":269}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://claper.co/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ClaperCo/Claper"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ClaperCo/Claper"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ClaperCo/Claper"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ClaperCo/Claper"}]},{"slug":"clearflask","name":"ClearFlask","url":"https://canagentsuse.com/tools/clearflask","websiteUrl":"https://clearflask.com","docsUrl":"https://github.com/clearflask/clearflask","githubUrl":"https://github.com/clearflask/clearflask","tagline":"Self-hosted polls and events software.","shortDescription":"Community-feedback tool for managing incoming feedback and prioritizing a public roadmap (alternative to Canny, UserVoice, Upvoty).","agentSummary":"ClearFlask is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted polls and events workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/clearflask/clearflask","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":56,"agentTier":"Usable","scoreBreakdown":{"score":56,"tier":"Usable","summary":"Usable: 56/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/seanmorley15/AdventureLog","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/seanmorley15/AdventureLog"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":5.6,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":141,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://adventurelog.app"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/seanmorley15/AdventureLog"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/seanmorley15/AdventureLog"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/seanmorley15/AdventureLog"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/seanmorley15/AdventureLog"}]},{"slug":"booklogr","name":"BookLogr","url":"https://canagentsuse.com/tools/booklogr","websiteUrl":"https://github.com/Mozzo1000/booklogr","docsUrl":"https://github.com/Mozzo1000/booklogr","githubUrl":"https://github.com/Mozzo1000/booklogr","tagline":"Self-hosted document management - e-books software.","shortDescription":"Manage your personal book library with ease.","agentSummary":"BookLogr is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/Mozzo1000/booklogr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/Mozzo1000/booklogr"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":5.6,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management-e-books","name":"Document Management - E-books","description":"Ebook library management software.","sortOrder":227}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Mozzo1000/booklogr"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Mozzo1000/booklogr"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Mozzo1000/booklogr"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Mozzo1000/booklogr"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Mozzo1000/booklogr"}]},{"slug":"chyrp-lite","name":"Chyrp Lite","url":"https://canagentsuse.com/tools/chyrp-lite","websiteUrl":"https://chyrplite.net","docsUrl":"https://github.com/xenocrat/chyrp-lite","githubUrl":"https://github.com/xenocrat/chyrp-lite","tagline":"Self-hosted blogging platforms software.","shortDescription":"Extra-awesome, extra-lightweight blog engine.","agentSummary":"Chyrp Lite is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted blogging platforms workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/xenocrat/chyrp-lite","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/xenocrat/chyrp-lite"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":5.6,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-blogging-platforms","name":"Blogging Platforms","description":"A blog is a discussion or informational website consisting of discrete, diary-style text entries (posts).","sortOrder":205}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://chyrplite.net"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/xenocrat/chyrp-lite"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/xenocrat/chyrp-lite"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/xenocrat/chyrp-lite"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/xenocrat/chyrp-lite"}]},{"slug":"cloudlog","name":"Cloudlog","url":"https://canagentsuse.com/tools/cloudlog","websiteUrl":"https://magicbug.co.uk/cloudlog/","docsUrl":"https://github.com/magicbug/cloudlog","githubUrl":"https://github.com/magicbug/cloudlog","tagline":"Self-hosted miscellaneous software.","shortDescription":"Log your amateur radio contacts anywhere.","agentSummary":"Cloudlog is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/magicbug/cloudlog","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, C#. Source code: https://github.com/hargata/lubelog","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, C#. Source code: https://github.com/hargata/lubelog"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":5.6,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://lubelogger.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/hargata/lubelog"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/hargata/lubelog"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/hargata/lubelog"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/hargata/lubelog"}]},{"slug":"mataroa","name":"Mataroa","url":"https://canagentsuse.com/tools/mataroa","websiteUrl":"https://mataroa.blog/","docsUrl":"https://github.com/mataroablog/mataroa","githubUrl":"https://github.com/mataroablog/mataroa","tagline":"Self-hosted blogging platforms software.","shortDescription":"Naked blogging platform for minimalists.","agentSummary":"Mataroa is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted blogging platforms workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/mataroablog/mataroa","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. 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Source code: https://github.com/mataroablog/mataroa"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":5.6,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-blogging-platforms","name":"Blogging Platforms","description":"A blog is a discussion or informational website consisting of discrete, diary-style text entries (posts).","sortOrder":205}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://mataroa.blog/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mataroablog/mataroa"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mataroablog/mataroa"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mataroablog/mataroa"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mataroablog/mataroa"}]},{"slug":"open-archiver","name":"Open Archiver","url":"https://canagentsuse.com/tools/open-archiver","websiteUrl":"https://openarchiver.com/","docsUrl":"https://github.com/LogicLabs-OU/OpenArchiver","githubUrl":"https://github.com/LogicLabs-OU/OpenArchiver","tagline":"Self-hosted archiving and digital preservation (dp) software.","shortDescription":"Email archiving solution with full-text search and eDiscovery search features.","agentSummary":"Open Archiver is self-hostable software from the Awesome Selfhosted data index. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/wavelog/wavelog","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":55,"agentTier":"Usable","scoreBreakdown":{"score":55,"tier":"Usable","summary":"Usable: 55/100. 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Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/chibisafe/chibisafe","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. 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Available on Windows, macOS, Linux, and Android, it provides seamless and secure clipboard sharing with end-to-end data encryption.","agentSummary":"ClipCascade is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/Sathvik-Rao/ClipCascade","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/Sathvik-Rao/ClipCascade"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/Sathvik-Rao/ClipCascade"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Sathvik-Rao/ClipCascade"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Sathvik-Rao/ClipCascade"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Sathvik-Rao/ClipCascade"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Sathvik-Rao/ClipCascade"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Sathvik-Rao/ClipCascade"}]},{"slug":"converse-js","name":"Converse.js","url":"https://canagentsuse.com/tools/converse-js","websiteUrl":"https://conversejs.org/","docsUrl":"https://github.com/conversejs/converse.js","githubUrl":"https://github.com/conversejs/converse.js","tagline":"Self-hosted communication - xmpp - web clients software.","shortDescription":"XMPP chat client in your browser.","agentSummary":"Converse.js is self-hostable software from the Awesome Selfhosted data index. 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Source code: https://github.com/conversejs/converse.js"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":141,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-xmpp-web-clients","name":"Communication - XMPP - Web Clients","description":"Extensible Messaging and Presence Protocol Web clients/interfaces.","sortOrder":220}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/conversejs/converse.js"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://conversejs.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/conversejs/converse.js"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/conversejs/converse.js"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/conversejs/converse.js"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/conversejs/converse.js"}]},{"slug":"cypht","name":"Cypht","url":"https://canagentsuse.com/tools/cypht","websiteUrl":"https://cypht.org","docsUrl":"https://github.com/cypht-org/cypht","githubUrl":"https://github.com/cypht-org/cypht","tagline":"Self-hosted communication - email - webmail clients software.","shortDescription":"Feed reader for your email accounts.","agentSummary":"Cypht is self-hostable software from the Awesome Selfhosted data index. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/EGroupware/egroupware"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-groupware","name":"Groupware","description":"Collaborative software or groupware is designed to help people working on a common task to attain their goals. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted health and fitness workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/fastenhealth/fasten-onprem/","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/allinurl/goaccess","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. 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Share projects, calendars, files and e-mail online with co-workers and clients.","agentSummary":"Group Office is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted groupware workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Elastic-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker, K8S. Source code: https://github.com/invoiceninja/invoiceninja","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker, K8S. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - irc workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted generative artificial intelligence (genai) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. 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Source code: https://github.com/svenstaro/miniserve"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":170,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/svenstaro/miniserve"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/svenstaro/miniserve"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/svenstaro/miniserve"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/svenstaro/miniserve"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/svenstaro/miniserve"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/svenstaro/miniserve"}]},{"slug":"mpd","name":"mpd","url":"https://canagentsuse.com/tools/mpd","websiteUrl":"https://www.musicpd.org/","docsUrl":"https://github.com/MusicPlayerDaemon/MPD","githubUrl":"https://github.com/MusicPlayerDaemon/MPD","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Daemon to remotely play music, stream music, handle and organize playlists. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. 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Source code: https://github.com/Peergos/Peergos"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/Peergos/Peergos"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://peergos.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Peergos/Peergos"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Peergos/Peergos"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Peergos/Peergos"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Peergos/Peergos"}]},{"slug":"picoshare","name":"PicoShare","url":"https://canagentsuse.com/tools/picoshare","websiteUrl":"https://github.com/mtlynch/picoshare","docsUrl":"https://github.com/mtlynch/picoshare","githubUrl":"https://github.com/mtlynch/picoshare","tagline":"Self-hosted file transfer - single-click & drag-n-drop upload software.","shortDescription":"Minimalist, easy-to-host service for sharing images and other files.","agentSummary":"PicoShare is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - single-click & drag-n-drop upload workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Source code: https://github.com/quassel/quassel"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-irc","name":"Communication - IRC","description":"IRC communication software.","sortOrder":215}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/quassel/quassel"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://quassel-irc.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/quassel/quassel"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/quassel/quassel"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/quassel/quassel"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/quassel/quassel"}]},{"slug":"quickshare","name":"QuickShare","url":"https://canagentsuse.com/tools/quickshare","websiteUrl":"https://ihexxa.github.io/quickshare.site/","docsUrl":"https://github.com/ihexxa/quickshare","githubUrl":"https://github.com/ihexxa/quickshare","tagline":"Self-hosted file transfer - single-click & drag-n-drop upload software.","shortDescription":"Quick and simple file sharing between different devices.","agentSummary":"QuickShare is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - single-click & drag-n-drop upload workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/ihexxa/quickshare","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/ihexxa/quickshare"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-single-click-and-drag-n-drop-upload","name":"File Transfer - Single-click & Drag-n-drop Upload","description":"Simplified file servers for sharing of one-time/short-lived/temporary files, providing single-click or drag-and-drop upload functionality.","sortOrder":237}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/ihexxa/quickshare"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://ihexxa.github.io/quickshare.site/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ihexxa/quickshare"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ihexxa/quickshare"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ihexxa/quickshare"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ihexxa/quickshare"}]},{"slug":"red-eclipse-2","name":"Red Eclipse 2","url":"https://canagentsuse.com/tools/red-eclipse-2","websiteUrl":"https://www.redeclipse.net/","docsUrl":"https://github.com/redeclipse/base","githubUrl":"https://github.com/redeclipse/base","tagline":"Self-hosted games software.","shortDescription":"Arena first-person shooter similar to Unreal Tournament.","agentSummary":"Red Eclipse 2 is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Zlib, MIT, CC-BY-SA-4.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, C++, deb. Source code: https://github.com/redeclipse/base","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C, C++, deb. Source code: https://github.com/redeclipse/base"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/redeclipse/base"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.redeclipse.net/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/redeclipse/base"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/redeclipse/base"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/redeclipse/base"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/redeclipse/base"}]},{"slug":"roundcube","name":"Roundcube","url":"https://canagentsuse.com/tools/roundcube","websiteUrl":"https://roundcube.net","docsUrl":"https://github.com/roundcube/roundcubemail","githubUrl":"https://github.com/roundcube/roundcubemail","tagline":"Self-hosted communication - email - webmail clients software.","shortDescription":"Browser-based IMAP client with an application-like user interface.","agentSummary":"Roundcube is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - webmail clients workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, deb. Source code: https://github.com/roundcube/roundcubemail","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, deb. Source code: https://github.com/roundcube/roundcubemail"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":166,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-webmail-clients","name":"Communication - Email - Webmail Clients","description":"Webmail clients.","sortOrder":214}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/roundcube/roundcubemail"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://roundcube.net"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/roundcube/roundcubemail"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/roundcube/roundcubemail"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/roundcube/roundcubemail"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/roundcube/roundcubemail"}]},{"slug":"safebucket","name":"Safebucket","url":"https://canagentsuse.com/tools/safebucket","websiteUrl":"https://docs.safebucket.io/","docsUrl":"https://github.com/safebucket/safebucket","githubUrl":"https://github.com/safebucket/safebucket","tagline":"Self-hosted file transfer - single-click & drag-n-drop upload software.","shortDescription":"File sharing platform with pluggable infrastructure, where uploads and downloads go directly between clients and S3-compatible storage.","agentSummary":"Safebucket is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - single-click & drag-n-drop upload workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/safebucket/safebucket"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-single-click-and-drag-n-drop-upload","name":"File Transfer - Single-click & Drag-n-drop Upload","description":"Simplified file servers for sharing of one-time/short-lived/temporary files, providing single-click or drag-and-drop upload functionality.","sortOrder":237}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/safebucket/safebucket"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.safebucket.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/safebucket/safebucket"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/safebucket/safebucket"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/safebucket/safebucket"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/safebucket/safebucket"}]},{"slug":"sharry","name":"Sharry","url":"https://canagentsuse.com/tools/sharry","websiteUrl":"https://github.com/eikek/sharry","docsUrl":"https://github.com/eikek/sharry","githubUrl":"https://github.com/eikek/sharry","tagline":"Self-hosted file transfer - single-click & drag-n-drop upload software.","shortDescription":"Share files easily over the internet between authenticated and anonymous users (both ways) with resumable up- and downloads.","agentSummary":"Sharry is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - webmail clients workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - irc workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/thelounge/thelounge","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. 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Source code: https://github.com/thelounge/thelounge"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":161,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-irc","name":"Communication - IRC","description":"IRC communication software.","sortOrder":215}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/thelounge/thelounge"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://thelounge.chat/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/thelounge/thelounge"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/thelounge/thelounge"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/thelounge/thelounge"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/thelounge/thelounge"}]},{"slug":"tinode","name":"Tinode","url":"https://canagentsuse.com/tools/tinode","websiteUrl":"https://github.com/tinode","docsUrl":"https://github.com/tinode/chat","githubUrl":"https://github.com/tinode/chat","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Instant messaging platform. Backend in Go. Clients: Swift iOS, Java Android, JS webapp, scriptable command line; chatbots.","agentSummary":"Tinode is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/tinode/chat","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/tinode/chat"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":208,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/tinode/chat"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/tinode"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/tinode/chat"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/tinode/chat"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/tinode/chat"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/tinode/chat"}]},{"slug":"tinyfeed","name":"TinyFeed","url":"https://canagentsuse.com/tools/tinyfeed","websiteUrl":"https://feed.lovergne.dev/","docsUrl":"https://github.com/TheBigRoomXXL/tinyfeed","githubUrl":"https://github.com/TheBigRoomXXL/tinyfeed","tagline":"Self-hosted feed readers software.","shortDescription":"Generate a static HTML page from a collection of feeds with a simple CLI.","agentSummary":"TinyFeed is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/TheBigRoomXXL/tinyfeed","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. 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Source code: https://github.com/TheBigRoomXXL/tinyfeed"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/TheBigRoomXXL/tinyfeed"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://feed.lovergne.dev/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TheBigRoomXXL/tinyfeed"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TheBigRoomXXL/tinyfeed"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TheBigRoomXXL/tinyfeed"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TheBigRoomXXL/tinyfeed"}]},{"slug":"transfer-sh","name":"transfer.sh","url":"https://canagentsuse.com/tools/transfer-sh","websiteUrl":"https://github.com/dutchcoders/transfer.sh","docsUrl":"https://github.com/dutchcoders/transfer.sh","githubUrl":"https://github.com/dutchcoders/transfer.sh","tagline":"Self-hosted file transfer - single-click & drag-n-drop upload software.","shortDescription":"Easy file sharing from the command line.","agentSummary":"transfer.sh is self-hostable software from the Awesome Selfhosted data index. 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Source code: https://github.com/uvdesk/community-skeleton"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":245,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/uvdesk/community-skeleton"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.uvdesk.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/uvdesk/community-skeleton"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/uvdesk/community-skeleton"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/uvdesk/community-skeleton"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/uvdesk/community-skeleton"}]},{"slug":"vod2pod-rss","name":"vod2pod-rss","url":"https://canagentsuse.com/tools/vod2pod-rss","websiteUrl":"https://github.com/madiele/vod2pod-rss","docsUrl":"https://github.com/madiele/vod2pod-rss","githubUrl":"https://github.com/madiele/vod2pod-rss","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Convert YouTube and Twitch channels to podcasts, no storage required. Transcodes VoDs to MP3 192k on the fly, generates an RSS feed to use in podcast clients.","agentSummary":"vod2pod-rss is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/madiele/vod2pod-rss","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/madiele/vod2pod-rss"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/madiele/vod2pod-rss"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/madiele/vod2pod-rss"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/madiele/vod2pod-rss"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/madiele/vod2pod-rss"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/madiele/vod2pod-rss"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/madiele/vod2pod-rss"}]},{"slug":"warpgate","name":"Warpgate","url":"https://canagentsuse.com/tools/warpgate","websiteUrl":"https://github.com/warp-tech/warpgate","docsUrl":"https://github.com/warp-tech/warpgate","githubUrl":"https://github.com/warp-tech/warpgate","tagline":"Self-hosted remote access software.","shortDescription":"Smart SSH and HTTPS bastion that works with any SSH client.","agentSummary":"Warpgate is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted remote access workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker. Source code: https://github.com/warp-tech/warpgate","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. 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Source code: https://github.com/warp-tech/warpgate"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":167,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-remote-access","name":"Remote Access","description":"Remote desktop and SSH servers and web interfaces for remote management of computer systems.","sortOrder":272}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/warp-tech/warpgate"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/warp-tech/warpgate"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/warp-tech/warpgate"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/warp-tech/warpgate"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/warp-tech/warpgate"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/warp-tech/warpgate"}]},{"slug":"webtor","name":"Webtor","url":"https://canagentsuse.com/tools/webtor","websiteUrl":"https://github.com/webtor-io/self-hosted","docsUrl":"https://github.com/webtor-io/self-hosted","githubUrl":"https://github.com/webtor-io/self-hosted","tagline":"Self-hosted file transfer - peer-to-peer filesharing software.","shortDescription":"Web-based torrent client with instant audio/video streaming.","agentSummary":"Webtor is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - peer-to-peer filesharing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. 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Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/webtor-io/self-hosted"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-peer-to-peer-filesharing","name":"File Transfer - Peer-to-peer Filesharing","description":"Peer-to-peer file sharing is the distribution and sharing of digital media using peer-to-peer (P2P) networking technology.","sortOrder":236}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/webtor-io/self-hosted"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/webtor-io/self-hosted"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/webtor-io/self-hosted"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/webtor-io/self-hosted"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/webtor-io/self-hosted"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/webtor-io/self-hosted"}]},{"slug":"weechat","name":"Weechat","url":"https://canagentsuse.com/tools/weechat","websiteUrl":"https://weechat.org/","docsUrl":"https://github.com/weechat/weechat","githubUrl":"https://github.com/weechat/weechat","tagline":"Self-hosted communication - irc software.","shortDescription":"Fast, light and extensible chat client.","agentSummary":"Weechat is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - irc workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, Docker, deb. Source code: https://github.com/weechat/weechat","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C, Docker, deb. Source code: https://github.com/weechat/weechat"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":142,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-irc","name":"Communication - IRC","description":"IRC communication software.","sortOrder":215}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/weechat/weechat"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://weechat.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/weechat/weechat"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/weechat/weechat"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/weechat/weechat"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/weechat/weechat"}]},{"slug":"wetty","name":"WeTTY","url":"https://canagentsuse.com/tools/wetty","websiteUrl":"https://butlerx.github.io/wetty/#/","docsUrl":"https://github.com/butlerx/wetty","githubUrl":"https://github.com/butlerx/wetty","tagline":"Self-hosted miscellaneous software.","shortDescription":"Terminal in browser over http/https.","agentSummary":"WeTTY is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/butlerx/wetty","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/butlerx/wetty"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":155,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/butlerx/wetty"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://butlerx.github.io/wetty/#/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/butlerx/wetty"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/butlerx/wetty"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/butlerx/wetty"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/butlerx/wetty"}]},{"slug":"yopass","name":"Yopass","url":"https://canagentsuse.com/tools/yopass","websiteUrl":"https://github.com/jhaals/yopass","docsUrl":"https://github.com/jhaals/yopass","githubUrl":"https://github.com/jhaals/yopass","tagline":"Self-hosted pastebins software.","shortDescription":"Secure sharing of secrets, passwords and files.","agentSummary":"Yopass is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/jhaals/yopass","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":54,"agentTier":"Browser-assisted","scoreBreakdown":{"score":54,"tier":"Browser-assisted","summary":"Browser-assisted: 54/100. Strongest in agent safety; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":7,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":3,"maxScore":6,"supportLevel":"partial","evidence":"Metadata suggests command-line operation; verify install and command coverage in project docs."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.2,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":4.8,"maxScore":6,"supportLevel":"strong","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/jhaals/yopass"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":138,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-pastebins","name":"Pastebins","description":"A pastebin is a type of online content-hosting service used for sharing and storing code and text.","sortOrder":266},{"slug":"selfhosted-file-transfer-single-click-and-drag-n-drop-upload","name":"File Transfer - Single-click & Drag-n-drop Upload","description":"Simplified file servers for sharing of one-time/short-lived/temporary files, providing single-click or drag-and-drop upload functionality.","sortOrder":237}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"partial","detail":"Metadata suggests command-line operation; verify install and command coverage in project docs.","evidenceUrl":"https://github.com/jhaals/yopass"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/jhaals/yopass"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/jhaals/yopass"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/jhaals/yopass"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/jhaals/yopass"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/jhaals/yopass"}]},{"slug":"2fauth","name":"2FAuth","url":"https://canagentsuse.com/tools/2fauth","websiteUrl":"https://github.com/Bubka/2FAuth","docsUrl":"https://github.com/Bubka/2FAuth","githubUrl":"https://github.com/Bubka/2FAuth","tagline":"Self-hosted miscellaneous software.","shortDescription":"Manage your Two-Factor Authentication (2FA) accounts and generate their security codes.","agentSummary":"2FAuth is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/Bubka/2FAuth","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/Bubka/2FAuth"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":146,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Bubka/2FAuth"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Bubka/2FAuth"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Bubka/2FAuth"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Bubka/2FAuth"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Bubka/2FAuth"}]},{"slug":"4ga-boards","name":"4ga Boards","url":"https://canagentsuse.com/tools/4ga-boards","websiteUrl":"https://4gaboards.com","docsUrl":"https://github.com/RARgames/4gaBoards","githubUrl":"https://github.com/RARgames/4gaBoards","tagline":"Self-hosted task management & to-do lists software.","shortDescription":"Straightforward realtime kanban boards management for intuitive task tracking. Featuring an elegant dark mode, collapsible todo lists, and multitasking tools to supercharge your team's productivity.","agentSummary":"4ga Boards is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted task management & to-do lists workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, K8S. Source code: https://github.com/RARgames/4gaBoards","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/RARgames/4gaBoards"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-task-management-and-to-do-lists","name":"Task Management & To-do Lists","description":"Task management software.","sortOrder":287},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://4gaboards.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/RARgames/4gaBoards"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/RARgames/4gaBoards"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/RARgames/4gaBoards"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/RARgames/4gaBoards"}]},{"slug":"a-dark-room","name":"A Dark Room","url":"https://canagentsuse.com/tools/a-dark-room","websiteUrl":"https://github.com/doublespeakgames/adarkroom","docsUrl":"https://github.com/doublespeakgames/adarkroom","githubUrl":"https://github.com/doublespeakgames/adarkroom","tagline":"Self-hosted games software.","shortDescription":"Minimalist text adventure game for your browser.","agentSummary":"A Dark Room is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-3.0, MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/aimeos/aimeos","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/aimeos/aimeos"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":155,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://aimeos.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/aimeos/aimeos"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/aimeos/aimeos"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/aimeos/aimeos"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/aimeos/aimeos"}]},{"slug":"airtrail","name":"AirTrail","url":"https://canagentsuse.com/tools/airtrail","websiteUrl":"https://airtrail.johan.ohly.dk","docsUrl":"https://github.com/johanohly/AirTrail","githubUrl":"https://github.com/johanohly/AirTrail","tagline":"Self-hosted maps and global positioning system (gps) software.","shortDescription":"Personal flight tracking system.","agentSummary":"AirTrail is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/johanohly/AirTrail","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/johanohly/AirTrail"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://airtrail.johan.ohly.dk"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/johanohly/AirTrail"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/johanohly/AirTrail"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/johanohly/AirTrail"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/johanohly/AirTrail"}]},{"slug":"akaunting","name":"Akaunting","url":"https://canagentsuse.com/tools/akaunting","websiteUrl":"https://akaunting.com/","docsUrl":"https://github.com/akaunting/akaunting","githubUrl":"https://github.com/akaunting/akaunting","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Accounting software designed for small businesses and freelancers.","agentSummary":"Akaunting is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BUSL-1.1; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/akaunting/akaunting","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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It is built with investigative reporting as a primary use case.","agentSummary":"Aleph is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted search engines workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. Source code: https://github.com/alephdata/aleph","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. Source code: https://github.com/alephdata/aleph"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":135,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-search-engines","name":"Search Engines","description":"A search engine) is an information retrieval system designed to help find information stored on a computer system. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted search engines workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker, K8S. Source code: https://github.com/apache/solr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker, K8S. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/oupala/apaxy"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":132,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://oupala.github.io/apaxy/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/oupala/apaxy"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/oupala/apaxy"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/oupala/apaxy"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/oupala/apaxy"}]},{"slug":"apostrophe","name":"Apostrophe","url":"https://canagentsuse.com/tools/apostrophe","websiteUrl":"https://apostrophecms.com/","docsUrl":"https://github.com/apostrophecms/apostrophe","githubUrl":"https://github.com/apostrophecms/apostrophe","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"CMS with a focus on extensible in-context editing tools.","agentSummary":"Apostrophe is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/aptabase/aptabase","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as ECL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/archivesspace/archivesspace","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/archivesspace/archivesspace"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-archiving-and-digital-preservation-dp","name":"Archiving and Digital Preservation (DP)","description":"Digital archiving and preservation software.","sortOrder":202}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://archivesspace.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/archivesspace/archivesspace"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/archivesspace/archivesspace"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/archivesspace/archivesspace"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/archivesspace/archivesspace"}]},{"slug":"artalk","name":"Artalk","url":"https://canagentsuse.com/tools/artalk","websiteUrl":"https://artalk.js.org/","docsUrl":"https://github.com/ArtalkJS/Artalk","githubUrl":"https://github.com/ArtalkJS/Artalk","tagline":"Self-hosted communication - social networks and forums software.","shortDescription":"Comment system built in Golang, providing a lightweight and highly customizable solution for adding comments to your website.","agentSummary":"Artalk is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/ArtalkJS/Artalk","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/ArtalkJS/Artalk"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":135,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://artalk.js.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ArtalkJS/Artalk"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ArtalkJS/Artalk"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ArtalkJS/Artalk"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ArtalkJS/Artalk"}]},{"slug":"atheos","name":"Atheos","url":"https://canagentsuse.com/tools/atheos","websiteUrl":"https://www.atheos.io","docsUrl":"https://github.com/Atheos/Atheos","githubUrl":"https://github.com/Atheos/Atheos","tagline":"Self-hosted software development - ide & tools software.","shortDescription":"Web-based IDE framework with a small footprint and minimal requirements, continued from Codiad.","agentSummary":"Atheos is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - ide & tools workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/Atheos/Atheos","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/marcantondahmen/automad","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/marcantondahmen/automad"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://automad.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/marcantondahmen/automad"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/marcantondahmen/automad"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/marcantondahmen/automad"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/marcantondahmen/automad"}]},{"slug":"azuracast","name":"AzuraCast","url":"https://canagentsuse.com/tools/azuracast","websiteUrl":"https://www.azuracast.com/","docsUrl":"https://github.com/AzuraCast/AzuraCast","githubUrl":"https://github.com/AzuraCast/AzuraCast","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Modern and accessible web radio management suite.","agentSummary":"AzuraCast is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/AzuraCast/AzuraCast","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/AzuraCast/AzuraCast"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":145,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.azuracast.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/AzuraCast/AzuraCast"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/AzuraCast/AzuraCast"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/AzuraCast/AzuraCast"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/AzuraCast/AzuraCast"}]},{"slug":"baby-buddy","name":"Baby Buddy","url":"https://canagentsuse.com/tools/baby-buddy","websiteUrl":"https://github.com/babybuddy/babybuddy","docsUrl":"https://github.com/babybuddy/babybuddy","githubUrl":"https://github.com/babybuddy/babybuddy","tagline":"Self-hosted miscellaneous software.","shortDescription":"Helps caregivers track baby sleep, feedings, diaper changes, and tummy time.","agentSummary":"Baby Buddy is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-2-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/babybuddy/babybuddy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/babybuddy/babybuddy"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":138,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/babybuddy/babybuddy"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/babybuddy/babybuddy"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/babybuddy/babybuddy"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/babybuddy/babybuddy"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/babybuddy/babybuddy"}]},{"slug":"backdrop-cms","name":"Backdrop CMS","url":"https://canagentsuse.com/tools/backdrop-cms","websiteUrl":"https://backdropcms.org/","docsUrl":"https://github.com/backdrop/backdrop","githubUrl":"https://github.com/backdrop/backdrop","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"Comprehensive CMS for small to medium sized businesses and non-profits.","agentSummary":"Backdrop CMS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, Go. Source code: https://github.com/beelzebub-labs/beelzebub","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/bewcloud/bewcloud","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/bewcloud/bewcloud"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239},{"slug":"selfhosted-groupware","name":"Groupware","description":"Collaborative software or groupware is designed to help people working on a common task to attain their goals. Groupware often regroups multiple services such as file sharing, calendar/events management, appointment...","sortOrder":244},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://bewcloud.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bewcloud/bewcloud"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bewcloud/bewcloud"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bewcloud/bewcloud"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bewcloud/bewcloud"}]},{"slug":"bigbluebutton","name":"BigBlueButton","url":"https://canagentsuse.com/tools/bigbluebutton","websiteUrl":"https://bigbluebutton.org/","docsUrl":"https://github.com/bigbluebutton/bigbluebutton","githubUrl":"https://github.com/bigbluebutton/bigbluebutton","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"Supports real-time sharing of audio, video, slides (with whiteboard controls), chat, and the screen. Instructors can engage remote students with polling, emojis, and breakout rooms.","agentSummary":"BigBlueButton is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/bigbluebutton/bigbluebutton","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/bigbluebutton/bigbluebutton"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":180,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-video-conferencing","name":"Communication - Video Conferencing","description":"Video/Web Conferencing tools and software.","sortOrder":218}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://bigbluebutton.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bigbluebutton/bigbluebutton"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bigbluebutton/bigbluebutton"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bigbluebutton/bigbluebutton"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bigbluebutton/bigbluebutton"}]},{"slug":"bin","name":"bin","url":"https://canagentsuse.com/tools/bin","websiteUrl":"https://github.com/w4/bin","docsUrl":"https://github.com/w4/bin","githubUrl":"https://github.com/w4/bin","tagline":"Self-hosted pastebins software.","shortDescription":"A paste bin that's actually minimalist.","agentSummary":"bin is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as WTFPL, 0BSD; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust. Source code: https://github.com/w4/bin","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted dns workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Bludit uses flat-files (text files in JSON format) to store posts and pages.","agentSummary":"Bludit is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/bludit/bludit","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/bludit/bludit"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.bludit.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bludit/bludit"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bludit/bludit"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bludit/bludit"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bludit/bludit"}]},{"slug":"bluecherry","name":"Bluecherry","url":"https://canagentsuse.com/tools/bluecherry","websiteUrl":"https://www.bluecherrydvr.com/","docsUrl":"https://github.com/bluecherrydvr/bluecherry-apps","githubUrl":"https://github.com/bluecherrydvr/bluecherry-apps","tagline":"Self-hosted video surveillance software.","shortDescription":"Closed-circuit television (CCTV) software application which supports IP and Analog cameras.","agentSummary":"Bluecherry is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted video surveillance workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/bluecherrydvr/bluecherry-apps","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/bluecherrydvr/bluecherry-apps"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-video-surveillance","name":"Video Surveillance","description":"Video surveillance, also known as Closed-circuit television (CCTV), is the use of video cameras for surveillance in areas that require additional security or ongoing monitoring.","sortOrder":291}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.bluecherrydvr.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bluecherrydvr/bluecherry-apps"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bluecherrydvr/bluecherry-apps"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bluecherrydvr/bluecherry-apps"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bluecherrydvr/bluecherry-apps"}]},{"slug":"bolt-cms","name":"Bolt CMS","url":"https://canagentsuse.com/tools/bolt-cms","websiteUrl":"https://boltcms.io/","docsUrl":"https://github.com/bolt/core","githubUrl":"https://github.com/bolt/core","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"Content Management Tool, which strives to be as simple and straightforward as possible.","agentSummary":"Bolt CMS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/bolt/core","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/bolt/core"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://boltcms.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bolt/core"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bolt/core"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bolt/core"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bolt/core"}]},{"slug":"bookwyrm","name":"Bookwyrm","url":"https://canagentsuse.com/tools/bookwyrm","websiteUrl":"https://joinbookwyrm.com/","docsUrl":"https://github.com/bookwyrm-social/bookwyrm","githubUrl":"https://github.com/bookwyrm-social/bookwyrm","tagline":"Self-hosted document management - e-books software.","shortDescription":"Social network for tracking your reading, talking about books, writing reviews, and discovering what to read next.","agentSummary":"Bookwyrm is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/Budibase/budibase"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":306,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-low-code","name":"Software Development - Low Code","description":"A low-code development platform (LCDP) provides a development environment used to create application software through a graphical user interface.","sortOrder":282}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.budibase.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Budibase/budibase"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Budibase/budibase"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Budibase/budibase"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Budibase/budibase"}]},{"slug":"buffer","name":"Buffer","url":"https://canagentsuse.com/tools/buffer","websiteUrl":"https://buffer.com","docsUrl":"https://support.buffer.com/article/859-does-buffer-have-an-api","githubUrl":null,"tagline":"Social scheduling API for multiple networks.","shortDescription":"Buffer offers an API for publishing to many social networks, scheduling posts, and managing connected channels.","agentSummary":"Agents can schedule content through one interface, but media/network-specific requirements and approvals still matter.","bestFor":"Cross-network social scheduling, content calendars, and simple social automation.","cautionNotes":"Key limitations: Brand voice, platform policy, media requirements, and accidental posting need human approval. Posting, moderation, DMs, paid campaigns, platform policy, brand voice, and account reputation should stay human-reviewed for public or customer-facing actions. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states.","pricingSummary":"Public channel/team-based pricing with free plan.","authModel":"Buffer account auth and API access.","accountCreation":"Self-serve signup.","browserSupport":"Calendar UI is useful for review and approval.","cliPackage":null,"apiBaseUrl":"https://api.bufferapp.com","mcpServer":null,"agentScore":52,"agentTier":"Usable with gaps","scoreBreakdown":{"score":52,"tier":"Usable with gaps","summary":"Usable with gaps: 52/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":12,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Buffer documents API-supported posting across Instagram, Threads, LinkedIn, X, Facebook, TikTok, and more."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Approval and calendar review are browser-first."}]},{"key":"safety","label":"Agent safety","weight":25,"score":4.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Official docs are listed for API behavior, authentication, limits, examples, and setup review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Pricing is public by channels and users."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve signup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Buffer account auth and API access."},{"slug":"self-serve","label":"Self-serve 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as ⊘ Proprietary; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/bugsink/bugsink/","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/bugsink/bugsink/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":132,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-ticketing","name":"Ticketing","description":"Helpdesk, bug and issue tracking software to help the tracking of user requests, bugs and missing features.","sortOrder":288}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.bugsink.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bugsink/bugsink/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bugsink/bugsink/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bugsink/bugsink/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bugsink/bugsink/"}]},{"slug":"bugzilla","name":"Bugzilla","url":"https://canagentsuse.com/tools/bugzilla","websiteUrl":"https://www.bugzilla.org/","docsUrl":"https://github.com/bugzilla/bugzilla","githubUrl":"https://github.com/bugzilla/bugzilla","tagline":"Self-hosted ticketing software.","shortDescription":"General-purpose bugtracker and testing tool originally developed and used by the Mozilla project.","agentSummary":"Bugzilla is self-hostable software from the Awesome Selfhosted data index. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Perl. Source code: https://github.com/bugzilla/bugzilla","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted bookmarks and link sharing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/jarun/Buku","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/jarun/Buku"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":167,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-bookmarks-and-link-sharing","name":"Bookmarks and Link Sharing","description":"Software which allows users to add, annotate, edit, and share bookmarks) of web documents.","sortOrder":207}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/jarun/Buku"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/jarun/Buku"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/jarun/Buku"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/jarun/Buku"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/jarun/Buku"}]},{"slug":"bytestash","name":"ByteStash","url":"https://canagentsuse.com/tools/bytestash","websiteUrl":"https://github.com/jordan-dalby/ByteStash","docsUrl":"https://github.com/jordan-dalby/ByteStash","githubUrl":"https://github.com/jordan-dalby/ByteStash","tagline":"Self-hosted pastebins software.","shortDescription":"Pastebin and file storage service with a simple web interface. 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Source code: https://github.com/jordan-dalby/ByteStash"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-pastebins","name":"Pastebins","description":"A pastebin is a type of online content-hosting service used for sharing and storing code and text.","sortOrder":266}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/jordan-dalby/ByteStash"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/jordan-dalby/ByteStash"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/jordan-dalby/ByteStash"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/jordan-dalby/ByteStash"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/jordan-dalby/ByteStash"}]},{"slug":"cal-diy","name":"Cal.diy","url":"https://canagentsuse.com/tools/cal-diy","websiteUrl":"https://cal.diy/","docsUrl":"https://github.com/calcom/cal.diy","githubUrl":"https://github.com/calcom/cal.diy","tagline":"Self-hosted booking and scheduling software.","shortDescription":"Online appointment scheduling system.","agentSummary":"Cal.diy is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted booking and scheduling workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - e-books workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/crocodilestick/Calibre-Web-Automated","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/crocodilestick/Calibre-Web-Automated"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":158,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management-e-books","name":"Document Management - E-books","description":"Ebook library management software.","sortOrder":227}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/crocodilestick/Calibre-Web-Automated"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/crocodilestick/Calibre-Web-Automated"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/crocodilestick/Calibre-Web-Automated"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/crocodilestick/Calibre-Web-Automated"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/crocodilestick/Calibre-Web-Automated"}]},{"slug":"canary-tokens","name":"Canary Tokens","url":"https://canagentsuse.com/tools/canary-tokens","websiteUrl":"https://canarytokens.org","docsUrl":"https://github.com/thinkst/opencanary","githubUrl":"https://github.com/thinkst/opencanary","tagline":"Self-hosted network utilities software.","shortDescription":"Generates lightweight, embedded honeypot triggers called canary tokens for detecting unauthorized access.","agentSummary":"Canary Tokens is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/thinkst/opencanary","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/thinkst/opencanary"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":139,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-network-utilities","name":"Network Utilities","description":"Network utilities are tools and software that help manage, monitor, and troubleshoot computer networks.","sortOrder":262}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://canarytokens.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/thinkst/opencanary"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/thinkst/opencanary"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/thinkst/opencanary"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/thinkst/opencanary"}]},{"slug":"canvas-lms","name":"Canvas LMS","url":"https://canagentsuse.com/tools/canvas-lms","websiteUrl":"https://www.instructure.com/canvas/","docsUrl":"https://github.com/instructure/canvas-lms","githubUrl":"https://github.com/instructure/canvas-lms","tagline":"Self-hosted learning and courses software.","shortDescription":"Learning management system (LMS) that is revolutionizing the way we educate.","agentSummary":"Canvas LMS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted learning and courses workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/instructure/canvas-lms","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted self-hosting solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/chamilo/chamilo-lms","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/chamilo/chamilo-lms"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-learning-and-courses","name":"Learning and Courses","description":"Tools and software to help with education and learning.","sortOrder":251}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://chamilo.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/chamilo/chamilo-lms"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/chamilo/chamilo-lms"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/chamilo/chamilo-lms"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/chamilo/chamilo-lms"}]},{"slug":"channeltube","name":"ChannelTube","url":"https://canagentsuse.com/tools/channeltube","websiteUrl":"https://github.com/TheWicklowWolf/ChannelTube","docsUrl":"https://github.com/TheWicklowWolf/ChannelTube","githubUrl":"https://github.com/TheWicklowWolf/ChannelTube","tagline":"Self-hosted media management software.","shortDescription":"Download video or audio from YouTube channels on a schedule via yt-dlp.","agentSummary":"ChannelTube is self-hostable software from the Awesome Selfhosted data index. 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Create your very own personal image hosting website in just minutes.","agentSummary":"Chevereto is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/chevereto/chevereto","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/chevereto/chevereto"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://chevereto.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/chevereto/chevereto"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/chevereto/chevereto"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/chevereto/chevereto"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/chevereto/chevereto"}]},{"slug":"chhoto-url","name":"Chhoto URL","url":"https://canagentsuse.com/tools/chhoto-url","websiteUrl":"https://github.com/SinTan1729/chhoto-url","docsUrl":"https://github.com/SinTan1729/chhoto-url","githubUrl":"https://github.com/SinTan1729/chhoto-url","tagline":"Self-hosted url shorteners software.","shortDescription":"Simple, lightning-fast URL shortener with no bloat (fork of simply-shorten).","agentSummary":"Chhoto URL is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted url shorteners workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker. Source code: https://github.com/SinTan1729/chhoto-url","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/SinTan1729/chhoto-url"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-url-shorteners","name":"URL Shorteners","description":"URL shortening is the action of shortening a URL to make it substantially shorter and still direct to the required page. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/HoshinoSuzumi/chronoframe","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted manufacturing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/cncjs/cncjs/","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/cncjs/cncjs/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-manufacturing","name":"Manufacturing","description":"Software to manage 3D printers, CNC machines and other physical manufacturing tools.","sortOrder":252}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://cnc.js.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/cncjs/cncjs/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/cncjs/cncjs/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/cncjs/cncjs/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/cncjs/cncjs/"}]},{"slug":"cockpit","name":"Cockpit","url":"https://canagentsuse.com/tools/cockpit","websiteUrl":"https://getcockpit.com","docsUrl":"https://github.com/Cockpit-HQ/Cockpit","githubUrl":"https://github.com/Cockpit-HQ/Cockpit","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"Simple content platform to manage any structured content.","agentSummary":"Cockpit is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/Cockpit-HQ/Cockpit","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/Cockpit-HQ/Cockpit"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://getcockpit.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Cockpit-HQ/Cockpit"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Cockpit-HQ/Cockpit"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Cockpit-HQ/Cockpit"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Cockpit-HQ/Cockpit"}]},{"slug":"coder","name":"Coder","url":"https://canagentsuse.com/tools/coder","websiteUrl":"https://coder.com/","docsUrl":"https://github.com/coder/coder","githubUrl":"https://github.com/coder/coder","tagline":"Self-hosted software development - ide & tools software.","shortDescription":"Remote development machines on your own infrastructure.","agentSummary":"Coder is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - ide & tools workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S, deb. Source code: https://github.com/coder/coder","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S, deb. Source code: https://github.com/coder/coder"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":209,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-ide-and-tools","name":"Software Development - IDE & Tools","description":"An integrated development environment (IDE) is a software application that provides comprehensive facilities to computer programmers for software development.","sortOrder":280}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://coder.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/coder/coder"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/coder/coder"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/coder/coder"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/coder/coder"}]},{"slug":"collective-access-providence","name":"Collective Access - Providence","url":"https://canagentsuse.com/tools/collective-access-providence","websiteUrl":"https://collectiveaccess.org/","docsUrl":"https://github.com/collectiveaccess/providence","githubUrl":"https://github.com/collectiveaccess/providence","tagline":"Self-hosted archiving and digital preservation (dp) software.","shortDescription":"Highly configurable Web-based framework for management, description, and discovery of digital and physical collections supporting a variety of metadata standards, data types, and media formats.","agentSummary":"Collective Access - Providence is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted archiving and digital preservation (dp) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/Athou/commafeed","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/contao/contao/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://contao.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/contao/contao/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/contao/contao/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/contao/contao/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/contao/contao/"}]},{"slug":"convertx","name":"ConvertX","url":"https://canagentsuse.com/tools/convertx","websiteUrl":"https://github.com/C4illin/ConvertX","docsUrl":"https://github.com/C4illin/ConvertX","githubUrl":"https://github.com/C4illin/ConvertX","tagline":"Self-hosted miscellaneous software.","shortDescription":"Online file converter which supports over a thousand different formats.","agentSummary":"ConvertX is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/C4illin/ConvertX","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/C4illin/ConvertX"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":233,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/C4illin/ConvertX"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/C4illin/ConvertX"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/C4illin/ConvertX"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/C4illin/ConvertX"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/C4illin/ConvertX"}]},{"slug":"coral","name":"Coral","url":"https://canagentsuse.com/tools/coral","websiteUrl":"https://coralproject.net/","docsUrl":"https://github.com/coralproject/talk","githubUrl":"https://github.com/coralproject/talk","tagline":"Self-hosted communication - social networks and forums software.","shortDescription":"A better commenting experience from Vox Media.","agentSummary":"Coral is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/coralproject/talk","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/coralproject/talk"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://coralproject.net/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/coralproject/talk"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/coralproject/talk"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/coralproject/talk"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/coralproject/talk"}]},{"slug":"coreshop","name":"CoreShop","url":"https://canagentsuse.com/tools/coreshop","websiteUrl":"https://www.coreshop.org","docsUrl":"https://github.com/coreshop/CoreShop","githubUrl":"https://github.com/coreshop/CoreShop","tagline":"Self-hosted e-commerce software.","shortDescription":"E-commerce plugin for Pimcore.","agentSummary":"CoreShop is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as CPAL-1.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/CouchCMS/CouchCMS","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/CouchCMS/CouchCMS"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.couchcms.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/CouchCMS/CouchCMS"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/CouchCMS/CouchCMS"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/CouchCMS/CouchCMS"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/CouchCMS/CouchCMS"}]},{"slug":"craftcms","name":"CraftCMS","url":"https://canagentsuse.com/tools/craftcms","websiteUrl":"https://craftcms.com/","docsUrl":"https://github.com/craftcms/cms","githubUrl":"https://github.com/craftcms/cms","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"Content-first CMS that aims to make life enjoyable for developers and content managers alike.","agentSummary":"CraftCMS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as ⊘ Proprietary; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/craftcms/cms","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/OpenPrinting/cups","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/OpenPrinting/cups"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":130,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.cups.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/OpenPrinting/cups"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/OpenPrinting/cups"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/OpenPrinting/cups"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/OpenPrinting/cups"}]},{"slug":"cyberchef","name":"CyberChef","url":"https://canagentsuse.com/tools/cyberchef","websiteUrl":"https://github.com/gchq/CyberChef","docsUrl":"https://github.com/gchq/CyberChef","githubUrl":"https://github.com/gchq/CyberChef","tagline":"Self-hosted miscellaneous software.","shortDescription":"Perform all manner of operations within a web browser such as AES, DES and Blowfish encryption and decryption, creating hexdumps, calculating hashes, and much more.","agentSummary":"CyberChef is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Javascript. Source code: https://github.com/gchq/CyberChef","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Javascript. Source code: https://github.com/gchq/CyberChef"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":353,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/gchq/CyberChef"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/gchq/CyberChef"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/gchq/CyberChef"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/gchq/CyberChef"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/gchq/CyberChef"}]},{"slug":"cytube","name":"CyTube","url":"https://canagentsuse.com/tools/cytube","websiteUrl":"https://github.com/calzoneman/sync","docsUrl":"https://github.com/calzoneman/sync","githubUrl":"https://github.com/calzoneman/sync","tagline":"Self-hosted media streaming - video streaming software.","shortDescription":"Synchronize media, chat, and more for an arbitrary number of channels.","agentSummary":"CyTube is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - video streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/calzoneman/sync","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/calzoneman/sync"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":130,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/calzoneman/sync"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/calzoneman/sync"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/calzoneman/sync"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/calzoneman/sync"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/calzoneman/sync"}]},{"slug":"dailytxt","name":"DailyTxT","url":"https://canagentsuse.com/tools/dailytxt","websiteUrl":"https://github.com/PhiTux/DailyTxT","docsUrl":"https://github.com/PhiTux/DailyTxT","githubUrl":"https://github.com/PhiTux/DailyTxT","tagline":"Self-hosted note-taking & editors software.","shortDescription":"Encrypted diary Web application to save your personal memories of each day. Includes a search function and encrypted file upload.","agentSummary":"DailyTxT is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted note-taking & editors workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/PhiTux/DailyTxT","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/lissy93/dashy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Zlib; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++. Source code: https://github.com/ddnet/ddnet","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++. Source code: https://github.com/ddnet/ddnet"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://ddnet.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ddnet/ddnet"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ddnet/ddnet"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ddnet/ddnet"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ddnet/ddnet"}]},{"slug":"debops","name":"DebOps","url":"https://canagentsuse.com/tools/debops","websiteUrl":"https://docs.debops.org/","docsUrl":"https://github.com/debops/debops","githubUrl":"https://github.com/debops/debops","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"Your Debian-based data center in a box. A set of general-purpose Ansible roles that can be used to manage Debian or Ubuntu hosts.","agentSummary":"DebOps is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ansible, Python. Source code: https://github.com/debops/debops","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ansible, Python. Source code: https://github.com/debops/debops"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-complete-solutions","name":"Communication - Email - Complete Solutions","description":"Simple deployment of E-mail servers, e.g. for inexperienced or impatient admins.","sortOrder":210}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.debops.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/debops/debops"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/debops/debops"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/debops/debops"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/debops/debops"}]},{"slug":"deleterr","name":"Deleterr","url":"https://canagentsuse.com/tools/deleterr","websiteUrl":"https://github.com/rfsbraz/deleterr","docsUrl":"https://github.com/rfsbraz/deleterr","githubUrl":"https://github.com/rfsbraz/deleterr","tagline":"Self-hosted media management software.","shortDescription":"Automated media cleanup tool that removes watched and stale content from Plex, Sonarr, and Radarr based on configurable rules.","agentSummary":"Deleterr is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/rfsbraz/deleterr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted self-hosting solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell. Source code: https://github.com/MichaIng/DietPi","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/MichaIng/DietPi"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":160,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-self-hosting-solutions","name":"Self-hosting Solutions","description":"Software for easy installation, management and configuration of self-hosted services and applications.","sortOrder":275}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://dietpi.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/MichaIng/DietPi"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/MichaIng/DietPi"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/MichaIng/DietPi"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/MichaIng/DietPi"}]},{"slug":"dify-ai","name":"Dify.ai","url":"https://canagentsuse.com/tools/dify-ai","websiteUrl":"https://dify.ai","docsUrl":"https://github.com/langgenius/dify","githubUrl":"https://github.com/langgenius/dify","tagline":"Self-hosted software development - low code software.","shortDescription":"Build, test and deploy LLM applications.","agentSummary":"Dify.ai is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - low code workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0, Commons-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/langgenius/dify","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/langgenius/dify"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":950,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-low-code","name":"Software Development - Low Code","description":"A low-code development platform (LCDP) provides a development environment used to create application software through a graphical user interface.","sortOrder":282}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://dify.ai"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/langgenius/dify"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/langgenius/dify"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/langgenius/dify"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/langgenius/dify"}]},{"slug":"directory-lister","name":"Directory Lister","url":"https://canagentsuse.com/tools/directory-lister","websiteUrl":"https://www.directorylister.com/","docsUrl":"https://github.com/DirectoryLister/DirectoryLister","githubUrl":"https://github.com/DirectoryLister/DirectoryLister","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"Simple PHP based directory lister that lists a directory and all its sub-directories and allows you to navigate there within.","agentSummary":"Directory Lister is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/Dolibarr/dolibarr"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":168,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-resource-planning","name":"Resource Planning","description":"Software and tools to help with resource and supply planning, including enterprise resource and supply planning (ERP).","sortOrder":273},{"slug":"selfhosted-customer-relationship-management-crm","name":"Customer Relationship Management (CRM)","description":"Customer relationship management (CRM) is a strategic process that organizations use to manage, analyze, and improve their interactions with customers.","sortOrder":224}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.dolibarr.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Dolibarr/dolibarr"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Dolibarr/dolibarr"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Dolibarr/dolibarr"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Dolibarr/dolibarr"}]},{"slug":"domain-locker","name":"Domain Locker","url":"https://canagentsuse.com/tools/domain-locker","websiteUrl":"https://domain-locker.com","docsUrl":"https://github.com/lissy93/domain-locker","githubUrl":"https://github.com/lissy93/domain-locker","tagline":"Self-hosted miscellaneous software.","shortDescription":"Domain name portfolio management and tracker.","agentSummary":"Domain Locker is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Deno, Docker. Source code: https://github.com/lissy93/domain-locker","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Deno, Docker. Source code: https://github.com/lissy93/domain-locker"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://domain-locker.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/lissy93/domain-locker"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/lissy93/domain-locker"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/lissy93/domain-locker"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/lissy93/domain-locker"}]},{"slug":"domjudge","name":"DOMJudge","url":"https://canagentsuse.com/tools/domjudge","websiteUrl":"https://www.domjudge.org/","docsUrl":"https://github.com/DOMjudge/domjudge","githubUrl":"https://github.com/DOMjudge/domjudge","tagline":"Self-hosted miscellaneous software.","shortDescription":"System for running a programming contest, like the ICPC regional and world championship programming contests.","agentSummary":"DOMJudge is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/DOMjudge/domjudge"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.domjudge.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/DOMjudge/domjudge"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/DOMjudge/domjudge"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/DOMjudge/domjudge"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/DOMjudge/domjudge"}]},{"slug":"downtify","name":"Downtify","url":"https://canagentsuse.com/tools/downtify","websiteUrl":"https://downtify.henriquesebastiao.com","docsUrl":"https://github.com/henriquesebastiao/downtify","githubUrl":"https://github.com/henriquesebastiao/downtify","tagline":"Self-hosted media management software.","shortDescription":"Download Spotify music with album art and metadata.","agentSummary":"Downtify is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/henriquesebastiao/downtify"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://downtify.henriquesebastiao.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/henriquesebastiao/downtify"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/henriquesebastiao/downtify"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/henriquesebastiao/downtify"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/henriquesebastiao/downtify"}]},{"slug":"dpaste","name":"dpaste","url":"https://canagentsuse.com/tools/dpaste","websiteUrl":"https://dpaste.org/","docsUrl":"https://github.com/DarrenOfficial/dpaste","githubUrl":"https://github.com/DarrenOfficial/dpaste","tagline":"Self-hosted pastebins software.","shortDescription":"Simple pastebin with multiple text and code option, with short url result easy to remember.","agentSummary":"dpaste is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/DarrenOfficial/dpaste","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/DarrenOfficial/dpaste"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-pastebins","name":"Pastebins","description":"A pastebin is a type of online content-hosting service used for sharing and storing code and text.","sortOrder":266}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://dpaste.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/DarrenOfficial/dpaste"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/DarrenOfficial/dpaste"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/DarrenOfficial/dpaste"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/DarrenOfficial/dpaste"}]},{"slug":"dragonfly","name":"DragonFly","url":"https://canagentsuse.com/tools/dragonfly","websiteUrl":"https://github.com/corecode/dma","docsUrl":"https://github.com/corecode/dma","githubUrl":"https://github.com/corecode/dma","tagline":"Self-hosted communication - email - mail transfer agents software.","shortDescription":"A small MTA for home and office use. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/Drop-OSS/drop","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/Drop-OSS/drop"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://droposs.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Drop-OSS/drop"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Drop-OSS/drop"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Drop-OSS/drop"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Drop-OSS/drop"}]},{"slug":"druid","name":"Druid","url":"https://canagentsuse.com/tools/druid","websiteUrl":"https://druid.apache.org","docsUrl":"https://github.com/apache/druid","githubUrl":"https://github.com/apache/druid","tagline":"Self-hosted analytics software.","shortDescription":"Distributed, column-oriented, real-time analytics data store.","agentSummary":"Druid is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/apache/druid","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/apache/druid"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":213,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-analytics","name":"Analytics","description":"Analytics is the systematic computational analysis of data or statistics. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted booking and scheduling workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/alextselegidis/easyappointments","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as ⊘ Proprietary; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/Eigenfocus/eigenfocus","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/Eigenfocus/eigenfocus"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://eigenfocus.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Eigenfocus/eigenfocus"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Eigenfocus/eigenfocus"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Eigenfocus/eigenfocus"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Eigenfocus/eigenfocus"}]},{"slug":"elgg","name":"Elgg","url":"https://canagentsuse.com/tools/elgg","websiteUrl":"https://elgg.org/","docsUrl":"https://github.com/Elgg/Elgg","githubUrl":"https://github.com/Elgg/Elgg","tagline":"Self-hosted communication - social networks and forums software.","shortDescription":"Powerful open source social networking engine.","agentSummary":"Elgg is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Connect 100M+ IoT devices in one single cluster, move and process real-time IoT data with 1M msg/s throughput at 1ms latency.","agentSummary":"EMQX is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Erlang. Source code: https://github.com/emqx/emqx","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Erlang. Source code: https://github.com/emqx/emqx"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":229,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-internet-of-things-iot","name":"Internet of Things (IoT)","description":"Internet of Things describes physical objects with sensors, processing ability, software, and other technologies that connect and exchange data with other devices over the Internet.","sortOrder":248}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.emqx.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/emqx/emqx"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/emqx/emqx"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/emqx/emqx"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/emqx/emqx"}]},{"slug":"enigma-1-2-bbs","name":"Enigma 1/2 BBS","url":"https://canagentsuse.com/tools/enigma-1-2-bbs","websiteUrl":"https://nuskooler.github.io/enigma-bbs/","docsUrl":"https://github.com/NuSkooler/enigma-bbs","githubUrl":"https://github.com/NuSkooler/enigma-bbs","tagline":"Self-hosted communication - social networks and forums software.","shortDescription":"Enigma 1/2 is a modern, multi-platform BBS engine with unlimited \"callers\" and legacy DOS door game support.","agentSummary":"Enigma 1/2 BBS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-2-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell, Docker, Nodejs. Source code: https://github.com/NuSkooler/enigma-bbs","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Shell, Docker, Nodejs. Source code: https://github.com/NuSkooler/enigma-bbs"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://nuskooler.github.io/enigma-bbs/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/NuSkooler/enigma-bbs"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/NuSkooler/enigma-bbs"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/NuSkooler/enigma-bbs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/NuSkooler/enigma-bbs"}]},{"slug":"ente","name":"Ente","url":"https://canagentsuse.com/tools/ente","websiteUrl":"https://ente.io/","docsUrl":"https://github.com/ente-io/ente","githubUrl":"https://github.com/ente-io/ente","tagline":"Self-hosted photo galleries software.","shortDescription":"An end-to-end encrypted photo-sharing platform (alternative to Google Photos, Apple Photos).","agentSummary":"Ente is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs, Go. Source code: https://github.com/ente-io/ente","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted resource planning workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted ticketing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted office suites workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/ether/etherpad","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/farmOS/farmOS"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-resource-planning","name":"Resource Planning","description":"Software and tools to help with resource and supply planning, including enterprise resource and supply planning (ERP).","sortOrder":273}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://farmos.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/farmOS/farmOS"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/farmOS/farmOS"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/farmOS/farmOS"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/farmOS/farmOS"}]},{"slug":"fava","name":"Fava","url":"https://canagentsuse.com/tools/fava","websiteUrl":"https://beancount.github.io/fava/","docsUrl":"https://github.com/beancount/fava","githubUrl":"https://github.com/beancount/fava","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Web frontend of Beancount, a text based double-entry accounting system.","agentSummary":"Fava is self-hostable software from the Awesome Selfhosted data index. 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Source code: https://github.com/beancount/fava"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://beancount.github.io/fava/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/beancount/fava"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/beancount/fava"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/beancount/fava"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/beancount/fava"}]},{"slug":"featbit","name":"Featbit","url":"https://canagentsuse.com/tools/featbit","websiteUrl":"https://www.featbit.co/","docsUrl":"https://github.com/featbit/featbit","githubUrl":"https://github.com/featbit/featbit","tagline":"Self-hosted software development - feature toggle software.","shortDescription":"Enterprise-grade feature flag platform that you can self-host.","agentSummary":"Featbit is self-hostable software from the Awesome Selfhosted data index. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/filebrowser/filebrowser"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":353,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://filebrowser.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/filebrowser/filebrowser"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/filebrowser/filebrowser"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/filebrowser/filebrowser"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/filebrowser/filebrowser"}]},{"slug":"filegator","name":"FileGator","url":"https://canagentsuse.com/tools/filegator","websiteUrl":"https://filegator.io/","docsUrl":"https://github.com/filegator/filegator","githubUrl":"https://github.com/filegator/filegator","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"FileGator is a powerful multi-user file manager with a single page front-end.","agentSummary":"FileGator is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/filegator/filegator","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/filegator/filegator"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":140,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://filegator.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/filegator/filegator"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/filegator/filegator"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/filegator/filegator"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/filegator/filegator"}]},{"slug":"filerise","name":"FileRise","url":"https://canagentsuse.com/tools/filerise","websiteUrl":"https://github.com/error311/FileRise","docsUrl":"https://github.com/error311/FileRise","githubUrl":"https://github.com/error311/FileRise","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"Web file manager with uploads, tagging, share links, gallery/table views, and an in-browser editor.","agentSummary":"FileRise is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP. Source code: https://github.com/error311/FileRise","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP. Source code: https://github.com/error311/FileRise"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/error311/FileRise"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/error311/FileRise"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/error311/FileRise"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/error311/FileRise"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/error311/FileRise"}]},{"slug":"filestash","name":"Filestash","url":"https://canagentsuse.com/tools/filestash","websiteUrl":"https://www.filestash.app/","docsUrl":"https://github.com/mickael-kerjean/filestash","githubUrl":"https://github.com/mickael-kerjean/filestash","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"Web file manager that lets you manage your data anywhere it is located: FTP, SFTP, WebDAV, Git, S3, Minio, Dropbox, or Google Drive.","agentSummary":"Filestash is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/mickael-kerjean/filestash","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/firefly-iii/firefly-iii","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Flarum is the next-generation forum software that makes online discussion fun again.","agentSummary":"Flarum is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/flarum/flarum","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/flarum/flarum"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":228,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://flarum.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/flarum/flarum"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/flarum/flarum"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/flarum/flarum"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/flarum/flarum"}]},{"slug":"flipt","name":"Flipt","url":"https://canagentsuse.com/tools/flipt","websiteUrl":"https://flipt.io","docsUrl":"https://github.com/flipt-io/flipt","githubUrl":"https://github.com/flipt-io/flipt","tagline":"Self-hosted software development - feature toggle software.","shortDescription":"Feature flag solution with support for multiple data backends (alternative to LaunchDarkly).","agentSummary":"Flipt is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - feature toggle workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, Go. Source code: https://github.com/flipt-io/flipt","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/flipt-io/flipt"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":152,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-feature-toggle","name":"Software Development - Feature Toggle","description":"A feature toggle in software development provides an alternative to maintaining multiple feature branches in source code.","sortOrder":279}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://flipt.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/flipt-io/flipt"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/flipt-io/flipt"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/flipt-io/flipt"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/flipt-io/flipt"}]},{"slug":"flowforge","name":"FlowForge","url":"https://canagentsuse.com/tools/flowforge","websiteUrl":"https://flowforge.com/","docsUrl":"https://github.com/FlowFuse/flowfuse","githubUrl":"https://github.com/FlowFuse/flowfuse","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"Deploy Node-RED applications in a reliable, scalable and secure manner. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, K8S. Source code: https://github.com/FlowFuse/flowfuse","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted manufacturing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/fluidd-core/fluidd","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/fluidd-core/fluidd"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-manufacturing","name":"Manufacturing","description":"Software to manage 3D printers, CNC machines and other physical manufacturing tools.","sortOrder":252}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.fluidd.xyz/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/fluidd-core/fluidd"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/fluidd-core/fluidd"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/fluidd-core/fluidd"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/fluidd-core/fluidd"}]},{"slug":"flyimg","name":"Flyimg","url":"https://canagentsuse.com/tools/flyimg","websiteUrl":"https://flyimg.io","docsUrl":"https://github.com/flyimg/flyimg","githubUrl":"https://github.com/flyimg/flyimg","tagline":"Self-hosted miscellaneous software.","shortDescription":"Resize and crop images on the fly. Get optimised images with MozJPEG, WebP or PNG using ImageMagick, with an efficient caching system.","agentSummary":"Flyimg is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/flyimg/flyimg","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/flyimg/flyimg"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://flyimg.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/flyimg/flyimg"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/flyimg/flyimg"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/flyimg/flyimg"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/flyimg/flyimg"}]},{"slug":"focalboard","name":"Focalboard","url":"https://canagentsuse.com/tools/focalboard","websiteUrl":"https://www.focalboard.com/","docsUrl":"https://github.com/mattermost-community/focalboard","githubUrl":"https://github.com/mattermost-community/focalboard","tagline":"Self-hosted task management & to-do lists software.","shortDescription":"Define, organize, track and manage work across individuals and teams (alternative to Trello, Notion and Asana).","agentSummary":"Focalboard is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted task management & to-do lists workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT, AGPL-3.0, Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Go, Docker. Source code: https://github.com/mattermost-community/focalboard","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/mattermost-community/focalboard"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":294,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-task-management-and-to-do-lists","name":"Task Management & To-do Lists","description":"Task management software.","sortOrder":287}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.focalboard.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mattermost-community/focalboard"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mattermost-community/focalboard"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mattermost-community/focalboard"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mattermost-community/focalboard"}]},{"slug":"foodsoft","name":"Foodsoft","url":"https://canagentsuse.com/tools/foodsoft","websiteUrl":"https://foodcoops.net/","docsUrl":"https://github.com/foodcoops/foodsoft","githubUrl":"https://github.com/foodcoops/foodsoft","tagline":"Self-hosted community-supported agriculture (csa) software.","shortDescription":"Manage a non-profit food coop (product catalog, ordering, accounting, job scheduling).","agentSummary":"Foodsoft is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted community-supported agriculture (csa) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Ruby. Source code: https://github.com/foodcoops/foodsoft","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Ruby. Source code: https://github.com/foodcoops/foodsoft"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-community-supported-agriculture-csa","name":"Community-Supported Agriculture (CSA)","description":"Management and administration tools for community supported agriculture and food cooperatives.","sortOrder":221}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://foodcoops.net/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/foodcoops/foodsoft"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/foodcoops/foodsoft"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/foodcoops/foodsoft"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/foodcoops/foodsoft"}]},{"slug":"forward-email","name":"Forward Email","url":"https://canagentsuse.com/tools/forward-email","websiteUrl":"https://forwardemail.net","docsUrl":"https://github.com/forwardemail/forwardemail.net","githubUrl":"https://github.com/forwardemail/forwardemail.net","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"Privacy-focused encrypted email for everyone. All-in-one alternative to Gmail + Mailchimp + Sendgrid.","agentSummary":"Forward Email is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BUSL-1.1, MPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/forwardemail/forwardemail.net","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/forwardemail/forwardemail.net"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":130,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-complete-solutions","name":"Communication - Email - Complete Solutions","description":"Simple deployment of E-mail servers, e.g. for inexperienced or impatient admins.","sortOrder":210}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://forwardemail.net"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/forwardemail/forwardemail.net"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/forwardemail/forwardemail.net"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/forwardemail/forwardemail.net"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/forwardemail/forwardemail.net"}]},{"slug":"frappe-hr","name":"Frappe HR","url":"https://canagentsuse.com/tools/frappe-hr","websiteUrl":"https://frappe.io/hr","docsUrl":"https://github.com/frappe/hrms","githubUrl":"https://github.com/frappe/hrms","tagline":"Self-hosted human resources management (hrm) software.","shortDescription":"Complete HRMS solution with over 13 different modules right from employee management, onboarding, leaves, to payroll, taxation, and more.","agentSummary":"Frappe HR is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted human resources management (hrm) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python, Nodejs. Source code: https://github.com/frappe/hrms","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python, Nodejs. Source code: https://github.com/frappe/hrms"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":173,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-human-resources-management-hrm","name":"Human Resources Management (HRM)","description":"A human resources management system combines a number of systems and processes to ensure the easy management of human resources, business processes and data.","sortOrder":246}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://frappe.io/hr"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/frappe/hrms"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/frappe/hrms"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/frappe/hrms"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/frappe/hrms"}]},{"slug":"freescout","name":"FreeScout","url":"https://canagentsuse.com/tools/freescout","websiteUrl":"https://freescout.net/","docsUrl":"https://github.com/freescout-help-desk/freescout","githubUrl":"https://github.com/freescout-help-desk/freescout","tagline":"Self-hosted ticketing software.","shortDescription":"Email-based customer support application, help desk and shared mailbox (alternative to Zendesk and Help Scout).","agentSummary":"FreeScout is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted ticketing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/freescout-help-desk/freescout","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - sip workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/0x2E/fusion","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/0x2E/fusion"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":134,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/0x2E/fusion"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/0x2E/fusion"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/0x2E/fusion"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/0x2E/fusion"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/0x2E/fusion"}]},{"slug":"fusionpbx","name":"FusionPBX","url":"https://canagentsuse.com/tools/fusionpbx","websiteUrl":"https://www.fusionpbx.com/","docsUrl":"https://github.com/fusionpbx/fusionpbx","githubUrl":"https://github.com/fusionpbx/fusionpbx","tagline":"Self-hosted communication - sip software.","shortDescription":"Web interface for multi-platform voice switch called FreeSWITCH.","agentSummary":"FusionPBX is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - sip workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MPL-1.1; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/fusionpbx/fusionpbx","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/fusionpbx/fusionpbx"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-sip","name":"Communication - SIP","description":"SIP/IPBX telephony software.","sortOrder":216}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.fusionpbx.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/fusionpbx/fusionpbx"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/fusionpbx/fusionpbx"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/fusionpbx/fusionpbx"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/fusionpbx/fusionpbx"}]},{"slug":"gameyfin","name":"Gameyfin","url":"https://canagentsuse.com/tools/gameyfin","websiteUrl":"https://gameyfin.org","docsUrl":"https://github.com/gameyfin/gameyfin","githubUrl":"https://github.com/gameyfin/gameyfin","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"Video game library manager with automatic scanning, web access, downloads, and plugin support.","agentSummary":"Gameyfin is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/gameyfin/gameyfin","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. 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Includes a rendered chat for each archive.","agentSummary":"Ganymede is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted archiving and digital preservation (dp) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/Zibbp/ganymede","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/Zibbp/ganymede"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-archiving-and-digital-preservation-dp","name":"Archiving and Digital Preservation (DP)","description":"Digital archiving and preservation software.","sortOrder":202}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Zibbp/ganymede"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Zibbp/ganymede"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Zibbp/ganymede"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Zibbp/ganymede"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Zibbp/ganymede"}]},{"slug":"gerrit","name":"Gerrit","url":"https://canagentsuse.com/tools/gerrit","websiteUrl":"https://www.gerritcodereview.com/","docsUrl":"https://github.com/GerritCodeReview/gerrit","githubUrl":"https://github.com/GerritCodeReview/gerrit","tagline":"Self-hosted software development - project management software.","shortDescription":"Code review and project management tool for Git-based projects.","agentSummary":"Gerrit is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/GerritCodeReview/gerrit","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/GerritCodeReview/gerrit"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.gerritcodereview.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/GerritCodeReview/gerrit"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/GerritCodeReview/gerrit"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/GerritCodeReview/gerrit"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/GerritCodeReview/gerrit"}]},{"slug":"ghostfolio","name":"Ghostfolio","url":"https://canagentsuse.com/tools/ghostfolio","websiteUrl":"https://ghostfol.io/","docsUrl":"https://github.com/ghostfolio/ghostfolio","githubUrl":"https://github.com/ghostfolio/ghostfolio","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Wealth management software to keep track of stocks, ETFs and cryptocurrencies.","agentSummary":"Ghostfolio is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted learning and courses workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/GibbonEdu/core"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-learning-and-courses","name":"Learning and Courses","description":"Tools and software to help with education and learning.","sortOrder":251}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://gibbonedu.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/GibbonEdu/core"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/GibbonEdu/core"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/GibbonEdu/core"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/GibbonEdu/core"}]},{"slug":"gitea","name":"Gitea","url":"https://canagentsuse.com/tools/gitea","websiteUrl":"https://gitea.com","docsUrl":"https://github.com/go-gitea/gitea","githubUrl":"https://github.com/go-gitea/gitea","tagline":"Self-hosted software development - project management software.","shortDescription":"Git with a cup of tea! 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. Source code: https://github.com/go-gitea/gitea","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/go-gitea/gitea"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":494,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://gitea.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/go-gitea/gitea"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/go-gitea/gitea"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/go-gitea/gitea"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/go-gitea/gitea"}]},{"slug":"gladys","name":"Gladys","url":"https://canagentsuse.com/tools/gladys","websiteUrl":"https://gladysassistant.com/","docsUrl":"https://github.com/GladysAssistant/Gladys","githubUrl":"https://github.com/GladysAssistant/Gladys","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"Privacy-first home assistant.","agentSummary":"Gladys is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/GladysAssistant/Gladys"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":140,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-internet-of-things-iot","name":"Internet of Things (IoT)","description":"Internet of Things describes physical objects with sensors, processing ability, software, and other technologies that connect and exchange data with other devices over the Internet.","sortOrder":248}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://gladysassistant.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/GladysAssistant/Gladys"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/GladysAssistant/Gladys"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/GladysAssistant/Gladys"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/GladysAssistant/Gladys"}]},{"slug":"glance","name":"Glance","url":"https://canagentsuse.com/tools/glance","websiteUrl":"https://github.com/glanceapp/glance","docsUrl":"https://github.com/glanceapp/glance","githubUrl":"https://github.com/glanceapp/glance","tagline":"Self-hosted personal dashboards software.","shortDescription":"Highly customizable dashboard that puts all your feeds in one place.","agentSummary":"Glance is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - low code workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/hamsterbase/tasks"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-task-management-and-to-do-lists","name":"Task Management & To-do Lists","description":"Task management software.","sortOrder":287}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tasks.hamsterbase.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/hamsterbase/tasks"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/hamsterbase/tasks"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/hamsterbase/tasks"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/hamsterbase/tasks"}]},{"slug":"headphones","name":"Headphones","url":"https://canagentsuse.com/tools/headphones","websiteUrl":"https://github.com/rembo10/headphones","docsUrl":"https://github.com/rembo10/headphones","githubUrl":"https://github.com/rembo10/headphones","tagline":"Self-hosted media management software.","shortDescription":"Automated music downloader for NZB and Torrent, written in Python. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/sysadminsmedia/homebox"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":161,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-inventory-management","name":"Inventory Management","description":"Inventory management software.","sortOrder":249}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://homebox.software/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/sysadminsmedia/homebox"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/sysadminsmedia/homebox"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/sysadminsmedia/homebox"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/sysadminsmedia/homebox"}]},{"slug":"homegallery","name":"HomeGallery","url":"https://canagentsuse.com/tools/homegallery","websiteUrl":"https://home-gallery.org","docsUrl":"https://github.com/xemle/home-gallery","githubUrl":"https://github.com/xemle/home-gallery","tagline":"Self-hosted photo galleries software.","shortDescription":"Browse personal photos and videos featuring tagging, mobile-friendly, and AI powered image discovery.","agentSummary":"HomeGallery is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/xemle/home-gallery","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/xemle/home-gallery"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://home-gallery.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/xemle/home-gallery"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/xemle/home-gallery"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/xemle/home-gallery"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/xemle/home-gallery"}]},{"slug":"homelabos","name":"HomelabOS","url":"https://canagentsuse.com/tools/homelabos","websiteUrl":"https://homelabos.com","docsUrl":"https://gitlab.com/NickBusey/HomelabOS","githubUrl":null,"tagline":"Self-hosted self-hosting solutions software.","shortDescription":"Offline privacy-centric data-center. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://gitlab.com/NickBusey/HomelabOS","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://gitlab.com/NickBusey/HomelabOS"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-self-hosting-solutions","name":"Self-hosting Solutions","description":"Software for easy installation, management and configuration of self-hosted services and applications.","sortOrder":275}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://homelabos.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://gitlab.com/NickBusey/HomelabOS"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://gitlab.com/NickBusey/HomelabOS"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://gitlab.com/NickBusey/HomelabOS"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://gitlab.com/NickBusey/HomelabOS"}]},{"slug":"hortusfox","name":"HortusFox","url":"https://canagentsuse.com/tools/hortusfox","websiteUrl":"https://hortusfox.github.io","docsUrl":"https://github.com/danielbrendel/hortusfox-web","githubUrl":"https://github.com/danielbrendel/hortusfox-web","tagline":"Self-hosted miscellaneous software.","shortDescription":"Collaborative plant management and tracking system for plant enthusiasts.","agentSummary":"HortusFox is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/hyphanet/fred","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/hyphanet/fred"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://hyphanet.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/hyphanet/fred"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/hyphanet/fred"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/hyphanet/fred"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/hyphanet/fred"}]},{"slug":"i-librarian","name":"I, Librarian","url":"https://canagentsuse.com/tools/i-librarian","websiteUrl":"https://i-librarian.net","docsUrl":"https://github.com/mkucej/i-librarian-free","githubUrl":"https://github.com/mkucej/i-librarian-free","tagline":"Self-hosted document management software.","shortDescription":"Organize PDF papers and office documents. It provides a lot of extra features for students and research groups both in industry and academia.","agentSummary":"I, Librarian is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/mkucej/i-librarian-free","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/mkucej/i-librarian-free"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management","name":"Document Management","description":"A document management system (DMS) is a system used to receive, track, manage and store documents and reduce paper.","sortOrder":230}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://i-librarian.net"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mkucej/i-librarian-free"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mkucej/i-librarian-free"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mkucej/i-librarian-free"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mkucej/i-librarian-free"}]},{"slug":"ifm","name":"IFM","url":"https://canagentsuse.com/tools/ifm","websiteUrl":"https://github.com/misterunknown/ifm","docsUrl":"https://github.com/misterunknown/ifm","githubUrl":"https://github.com/misterunknown/ifm","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"Single script file manager.","agentSummary":"IFM is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/immich-app/immich","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/immich-app/immich"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":805,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://immich.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/immich-app/immich"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/immich-app/immich"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/immich-app/immich"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/immich-app/immich"}]},{"slug":"immich-kiosk","name":"Immich Kiosk","url":"https://canagentsuse.com/tools/immich-kiosk","websiteUrl":"https://github.com/damongolding/immich-kiosk","docsUrl":"https://github.com/damongolding/immich-kiosk","githubUrl":"https://github.com/damongolding/immich-kiosk","tagline":"Self-hosted photo galleries software.","shortDescription":"Lightweight slideshow for running on kiosk devices and browsers that uses Immich as a data source.","agentSummary":"Immich Kiosk is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/damongolding/immich-kiosk","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/damongolding/immich-kiosk"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":130,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/damongolding/immich-kiosk"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/damongolding/immich-kiosk"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/damongolding/immich-kiosk"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/damongolding/immich-kiosk"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/damongolding/immich-kiosk"}]},{"slug":"indico","name":"indico","url":"https://canagentsuse.com/tools/indico","websiteUrl":"https://getindico.io/","docsUrl":"https://github.com/indico/indico","githubUrl":"https://github.com/indico/indico","tagline":"Self-hosted conference management software.","shortDescription":"Feature-rich event management system, made @ CERN, the place where the Web was born.","agentSummary":"indico is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted conference management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/indico/indico","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/indico/indico"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-conference-management","name":"Conference Management","description":"Software for submission of abstracts and preparation/management of academic conferences.","sortOrder":222}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://getindico.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/indico/indico"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/indico/indico"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/indico/indico"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/indico/indico"}]},{"slug":"infisical-community-edition","name":"Infisical Community Edition","url":"https://canagentsuse.com/tools/infisical-community-edition","websiteUrl":"https://infisical.com/","docsUrl":"https://github.com/Infisical/infisical","githubUrl":"https://github.com/Infisical/infisical","tagline":"Self-hosted miscellaneous software.","shortDescription":"Platform for secrets, certificates, and privileged access management.","agentSummary":"Infisical Community Edition is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - video streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Crystal. Source code: https://github.com/iv-org/invidious","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Crystal. Source code: https://github.com/iv-org/invidious"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":255,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/iv-org/invidious"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/iv-org/invidious"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/iv-org/invidious"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/iv-org/invidious"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/iv-org/invidious"}]},{"slug":"invoiceplane","name":"InvoicePlane","url":"https://canagentsuse.com/tools/invoiceplane","websiteUrl":"https://www.invoiceplane.com/","docsUrl":"https://github.com/InvoicePlane/InvoicePlane","githubUrl":"https://github.com/InvoicePlane/InvoicePlane","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Manage quotes, invoices, payments and customers for your small business.","agentSummary":"InvoicePlane is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/InvoicePlane/InvoicePlane","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/InvoicePlane/InvoicePlane"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":140,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.invoiceplane.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/InvoicePlane/InvoicePlane"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/InvoicePlane/InvoicePlane"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/InvoicePlane/InvoicePlane"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/InvoicePlane/InvoicePlane"}]},{"slug":"invoiceshelf","name":"InvoiceShelf","url":"https://canagentsuse.com/tools/invoiceshelf","websiteUrl":"https://invoiceshelf.com/","docsUrl":"https://github.com/InvoiceShelf/InvoiceShelf","githubUrl":"https://github.com/InvoiceShelf/InvoiceShelf","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Track expenses, payments & create professional invoices & estimates (fork of Crater).","agentSummary":"InvoiceShelf is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/InvoiceShelf/InvoiceShelf","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted proxy workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/bayang/jelu","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/bayang/jelu"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://bayang.github.io/jelu-web"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bayang/jelu"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bayang/jelu"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bayang/jelu"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bayang/jelu"}]},{"slug":"jitsi-meet","name":"Jitsi Meet","url":"https://canagentsuse.com/tools/jitsi-meet","websiteUrl":"https://jitsi.org/Projects/JitsiMeet","docsUrl":"https://github.com/jitsi/jitsi-meet","githubUrl":"https://github.com/jitsi/jitsi-meet","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"WebRTC application that uses Jitsi Videobridge to provide high quality, scalable video conferences.","agentSummary":"Jitsi Meet is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, deb. Source code: https://github.com/jitsi/jitsi-meet","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, deb. Source code: https://github.com/jitsi/jitsi-meet"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":315,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-video-conferencing","name":"Communication - Video Conferencing","description":"Video/Web Conferencing tools and software.","sortOrder":218}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://jitsi.org/Projects/JitsiMeet"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/jitsi/jitsi-meet"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/jitsi/jitsi-meet"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/jitsi/jitsi-meet"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/jitsi/jitsi-meet"}]},{"slug":"jitsi-video-bridge","name":"Jitsi Video Bridge","url":"https://canagentsuse.com/tools/jitsi-video-bridge","websiteUrl":"https://jitsi.org/Projects/JitsiVideobridge","docsUrl":"https://github.com/jitsi/jitsi-videobridge","githubUrl":"https://github.com/jitsi/jitsi-videobridge","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"WebRTC compatible Selective Forwarding Unit (SFU) that allows for multiuser video communication.","agentSummary":"Jitsi Video Bridge is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, deb. Source code: https://github.com/jitsi/jitsi-videobridge","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, deb. Source code: https://github.com/jitsi/jitsi-videobridge"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":140,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-video-conferencing","name":"Communication - Video Conferencing","description":"Video/Web Conferencing tools and software.","sortOrder":218}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://jitsi.org/Projects/JitsiVideobridge"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/jitsi/jitsi-videobridge"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/jitsi/jitsi-videobridge"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/jitsi/jitsi-videobridge"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/jitsi/jitsi-videobridge"}]},{"slug":"joomla","name":"Joomla!","url":"https://canagentsuse.com/tools/joomla","websiteUrl":"https://www.joomla.org/","docsUrl":"https://github.com/joomla/joomla-cms","githubUrl":"https://github.com/joomla/joomla-cms","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"Advanced Content Management System (CMS).","agentSummary":"Joomla! is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: K8S, Docker. Source code: https://github.com/usekaneo/kaneo","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/usekaneo/kaneo"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":144,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://kaneo.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/usekaneo/kaneo"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/usekaneo/kaneo"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/usekaneo/kaneo"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/usekaneo/kaneo"}]},{"slug":"kapowarr","name":"Kapowarr","url":"https://canagentsuse.com/tools/kapowarr","websiteUrl":"https://casvt.github.io/Kapowarr/","docsUrl":"https://github.com/Casvt/Kapowarr","githubUrl":"https://github.com/Casvt/Kapowarr","tagline":"Self-hosted document management - e-books software.","shortDescription":"Build and manage a comic book library. 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Source code: https://github.com/karakeep-app/karakeep"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":292,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-bookmarks-and-link-sharing","name":"Bookmarks and Link Sharing","description":"Software which allows users to add, annotate, edit, and share bookmarks) of web documents.","sortOrder":207},{"slug":"selfhosted-pastebins","name":"Pastebins","description":"A pastebin is a type of online content-hosting service used for sharing and storing code and text.","sortOrder":266}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://karakeep.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/karakeep-app/karakeep"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/karakeep-app/karakeep"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/karakeep-app/karakeep"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/karakeep-app/karakeep"}]},{"slug":"karaoke-eternal","name":"Karaoke Eternal","url":"https://canagentsuse.com/tools/karaoke-eternal","websiteUrl":"https://www.karaoke-eternal.com","docsUrl":"https://github.com/bhj/KaraokeEternal","githubUrl":"https://github.com/bhj/KaraokeEternal","tagline":"Self-hosted media streaming - multimedia streaming software.","shortDescription":"Host awesome karaoke parties where everyone can easily find and queue songs from their phone's browser. The player is also fully browser-based with support for MP3+G, MP4 and WebGL visualizations.","agentSummary":"Karaoke Eternal is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - multimedia streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as ISC; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/bhj/KaraokeEternal","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/bhj/KaraokeEternal"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-multimedia-streaming","name":"Media Streaming - Multimedia Streaming","description":"Multimedia streaming tools and software.","sortOrder":256}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.karaoke-eternal.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bhj/KaraokeEternal"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bhj/KaraokeEternal"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bhj/KaraokeEternal"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bhj/KaraokeEternal"}]},{"slug":"keila","name":"Keila","url":"https://canagentsuse.com/tools/keila","websiteUrl":"https://www.keila.io","docsUrl":"https://github.com/pentacent/keila","githubUrl":"https://github.com/pentacent/keila","tagline":"Self-hosted communication - email - mailing lists and newsletters software.","shortDescription":"Reliable and easy-to-use newsletter tool (alternative to Mailchimp and Sendinblue).","agentSummary":"Keila is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - mailing lists and newsletters workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/pentacent/keila"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":134,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-mailing-lists-and-newsletters","name":"Communication - Email - Mailing Lists and Newsletters","description":"Mailing list servers and mass mailing software - one message to many recipients.","sortOrder":213}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.keila.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pentacent/keila"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pentacent/keila"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pentacent/keila"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pentacent/keila"}]},{"slug":"keystonejs","name":"KeystoneJS","url":"https://canagentsuse.com/tools/keystonejs","websiteUrl":"https://keystonejs.com/","docsUrl":"https://github.com/keystonejs/keystone","githubUrl":"https://github.com/keystonejs/keystone","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"CMS and web application platform.","agentSummary":"KeystoneJS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/keystonejs/keystone"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":185,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://keystonejs.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/keystonejs/keystone"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/keystonejs/keystone"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/keystonejs/keystone"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/keystonejs/keystone"}]},{"slug":"kill-bill","name":"Kill Bill","url":"https://canagentsuse.com/tools/kill-bill","websiteUrl":"https://killbill.io/","docsUrl":"https://github.com/killbill/killbill","githubUrl":"https://github.com/killbill/killbill","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Subscription billing & payments platform. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management - integrated library systems (ils) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Perl. Source code: https://github.com/Koha-Community/Koha","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Perl. Source code: https://github.com/Koha-Community/Koha"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management-integrated-library-systems-ils","name":"Document Management - Integrated Library Systems (ILS)","description":"An integrated library system is an enterprise resource planning system for a library, used to track items owned, orders made, bills paid, and patrons who have borrowed.","sortOrder":229}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://koha-community.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Koha-Community/Koha"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Koha-Community/Koha"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Koha-Community/Koha"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Koha-Community/Koha"}]},{"slug":"koillection","name":"Koillection","url":"https://canagentsuse.com/tools/koillection","websiteUrl":"https://koillection.github.io/","docsUrl":"https://github.com/benjaminjonard/koillection","githubUrl":"https://github.com/benjaminjonard/koillection","tagline":"Self-hosted miscellaneous software.","shortDescription":"Koillection is a service allowing users to manage any kind of collections.","agentSummary":"Koillection is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP. Source code: https://github.com/benjaminjonard/koillection","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP. Source code: https://github.com/benjaminjonard/koillection"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://koillection.github.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/benjaminjonard/koillection"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/benjaminjonard/koillection"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/benjaminjonard/koillection"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/benjaminjonard/koillection"}]},{"slug":"krayin","name":"Krayin","url":"https://canagentsuse.com/tools/krayin","websiteUrl":"https://krayincrm.com/","docsUrl":"https://github.com/krayin/laravel-crm","githubUrl":"https://github.com/krayin/laravel-crm","tagline":"Self-hosted customer relationship management (crm) software.","shortDescription":"CRM solution for SMEs and Enterprises for complete customer lifecycle management.","agentSummary":"Krayin is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted customer relationship management (crm) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/krayin/laravel-crm","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/kresusapp/kresus","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/kresusapp/kresus"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://kresus.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/kresusapp/kresus"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/kresusapp/kresus"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/kresusapp/kresus"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/kresusapp/kresus"}]},{"slug":"kriss-feed","name":"Kriss Feed","url":"https://canagentsuse.com/tools/kriss-feed","websiteUrl":"https://github.com/tontof/kriss_feed","docsUrl":"https://github.com/tontof/kriss_feed","githubUrl":"https://github.com/tontof/kriss_feed","tagline":"Self-hosted feed readers software.","shortDescription":"Simple and smart (or stupid) feed reader.","agentSummary":"Kriss Feed is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as CC0-1.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/tontof/kriss_feed","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/tontof/kriss_feed"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/tontof/kriss_feed"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/tontof/kriss_feed"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/tontof/kriss_feed"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/tontof/kriss_feed"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/tontof/kriss_feed"}]},{"slug":"kutt","name":"Kutt","url":"https://canagentsuse.com/tools/kutt","websiteUrl":"https://kutt.to","docsUrl":"https://github.com/thedevs-network/kutt","githubUrl":"https://github.com/thedevs-network/kutt","tagline":"Self-hosted url shorteners software.","shortDescription":"Modern URL shortener with support for custom domains and custom URLs.","agentSummary":"Kutt is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted url shorteners workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/thedevs-network/kutt","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/thedevs-network/kutt"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":192,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-url-shorteners","name":"URL Shorteners","description":"URL shortening is the action of shortening a URL to make it substantially shorter and still direct to the required page. Before hosting one, please see disadvantages of URL shorteners.","sortOrder":290}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://kutt.to"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/thedevs-network/kutt"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/thedevs-network/kutt"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/thedevs-network/kutt"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/thedevs-network/kutt"}]},{"slug":"kyoo","name":"Kyoo","url":"https://canagentsuse.com/tools/kyoo","websiteUrl":"https://github.com/zoriya/kyoo","docsUrl":"https://github.com/zoriya/kyoo","githubUrl":"https://github.com/zoriya/kyoo","tagline":"Self-hosted media streaming - multimedia streaming software.","shortDescription":"Innovative media browser designed for seamless streaming of anime, series and movies, offering advanced features like dynamic transcoding, auto watch history and intelligent metadata retrieval.","agentSummary":"Kyoo is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - multimedia streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/zoriya/kyoo","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/zoriya/kyoo"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-multimedia-streaming","name":"Media Streaming - Multimedia Streaming","description":"Multimedia streaming tools and software.","sortOrder":256}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/zoriya/kyoo"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/zoriya/kyoo"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/zoriya/kyoo"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/zoriya/kyoo"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/zoriya/kyoo"}]},{"slug":"lago","name":"Lago","url":"https://canagentsuse.com/tools/lago","websiteUrl":"https://www.getlago.com/","docsUrl":"https://github.com/getlago/lago","githubUrl":"https://github.com/getlago/lago","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Metering and usage-based billing.","agentSummary":"Lago is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/getlago/lago","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/getlago/lago"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":185,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.getlago.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/getlago/lago"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/getlago/lago"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/getlago/lago"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/getlago/lago"}]},{"slug":"lancache","name":"Lancache","url":"https://canagentsuse.com/tools/lancache","websiteUrl":"https://lancache.net","docsUrl":"https://github.com/lancachenet/monolithic","githubUrl":"https://github.com/lancachenet/monolithic","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"LAN Party game caching made easy.","agentSummary":"Lancache is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Shell. Source code: https://github.com/lancachenet/monolithic","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Shell. Source code: https://github.com/lancachenet/monolithic"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://lancache.net"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/lancachenet/monolithic"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/lancachenet/monolithic"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/lancachenet/monolithic"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/lancachenet/monolithic"}]},{"slug":"langfuse","name":"Langfuse","url":"https://canagentsuse.com/tools/langfuse","websiteUrl":"https://langfuse.com","docsUrl":"https://github.com/langfuse/langfuse","githubUrl":"https://github.com/langfuse/langfuse","tagline":"Self-hosted software development - ide & tools software.","shortDescription":"LLM engineering platform for model tracing, prompt management, and application evaluation. Langfuse helps teams collaboratively debug, analyze, and iterate on their LLM applications such as chatbots or AI agents.","agentSummary":"Langfuse is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - ide & tools workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/langfuse/langfuse","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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It finds many errors that a simple spell checker cannot detect.","agentSummary":"LanguageTool is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-2.1; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/languagetool-org/languagetool","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted resource planning workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Live chat, email, and more in a single binary.","agentSummary":"Libredesk is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted ticketing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go, Nodejs. Source code: https://github.com/abhinavxd/libredesk","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/abhinavxd/libredesk"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-ticketing","name":"Ticketing","description":"Helpdesk, bug and issue tracking software to help the tracking of user requests, bugs and missing features.","sortOrder":288}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://libredesk.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/abhinavxd/libredesk"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/abhinavxd/libredesk"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/abhinavxd/libredesk"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/abhinavxd/libredesk"}]},{"slug":"librephotos","name":"LibrePhotos","url":"https://canagentsuse.com/tools/librephotos","websiteUrl":"https://github.com/LibrePhotos/librephotos","docsUrl":"https://github.com/LibrePhotos/librephotos","githubUrl":"https://github.com/LibrePhotos/librephotos","tagline":"Self-hosted photo galleries software.","shortDescription":"Photo management service with a slight focus on cool graphs (alternative to Google Photos).","agentSummary":"LibrePhotos is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/LibrePhotos/librephotos","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/LibrePhotos/librephotos"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":173,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/LibrePhotos/librephotos"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/LibrePhotos/librephotos"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/LibrePhotos/librephotos"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/LibrePhotos/librephotos"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/LibrePhotos/librephotos"}]},{"slug":"libretime","name":"LibreTime","url":"https://canagentsuse.com/tools/libretime","websiteUrl":"https://libretime.org","docsUrl":"https://github.com/LibreTime/libretime","githubUrl":"https://github.com/LibreTime/libretime","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Broadcast streaming radio on the web (fork of [Airtime](https://github.com/sourcefabric/Airtime)).","agentSummary":"LibreTime is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP. Source code: https://github.com/LibreTime/libretime","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C#, Docker. Source code: https://github.com/Lidarr/Lidarr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/TheWicklowWolf/Lidify"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/TheWicklowWolf/Lidify"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TheWicklowWolf/Lidify"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TheWicklowWolf/Lidify"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TheWicklowWolf/Lidify"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TheWicklowWolf/Lidify"}]},{"slug":"linkding","name":"linkding","url":"https://canagentsuse.com/tools/linkding","websiteUrl":"https://linkding.link/","docsUrl":"https://github.com/sissbruecker/linkding","githubUrl":"https://github.com/sissbruecker/linkding","tagline":"Self-hosted bookmarks and link sharing software.","shortDescription":"Minimal bookmark management with a fast and clean UI. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/loomio/loomio","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/loomio/loomio"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.loomio.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/loomio/loomio"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/loomio/loomio"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/loomio/loomio"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/loomio/loomio"}]},{"slug":"lychee","name":"Lychee","url":"https://canagentsuse.com/tools/lychee","websiteUrl":"https://lycheeorg.github.io/","docsUrl":"https://github.com/LycheeOrg/Lychee","githubUrl":"https://github.com/LycheeOrg/Lychee","tagline":"Self-hosted photo galleries software.","shortDescription":"Grid and album based photo-management-system.","agentSummary":"Lychee is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/LycheeOrg/Lychee","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/LycheeOrg/Lychee"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":147,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://lycheeorg.github.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/LycheeOrg/Lychee"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/LycheeOrg/Lychee"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/LycheeOrg/Lychee"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/LycheeOrg/Lychee"}]},{"slug":"mafl","name":"Mafl","url":"https://canagentsuse.com/tools/mafl","websiteUrl":"https://mafl.hywax.space/","docsUrl":"https://github.com/hywax/mafl","githubUrl":"https://github.com/hywax/mafl","tagline":"Self-hosted personal dashboards software.","shortDescription":"Minimalistic flexible homepage.","agentSummary":"Mafl is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted personal dashboards workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/hywax/mafl","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted calendar & contacts workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/intri-in/manage-my-damn-life-nextjs"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-calendar-and-contacts","name":"Calendar & Contacts","description":"CalDAV and CardDAV protocol servers and web clients/interfaces for Electronic calendar, address book and contact management.","sortOrder":208}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://intri.in/manage-my-damn-life/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/intri-in/manage-my-damn-life-nextjs"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/intri-in/manage-my-damn-life-nextjs"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/intri-in/manage-my-damn-life-nextjs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/intri-in/manage-my-damn-life-nextjs"}]},{"slug":"manifest","name":"Manifest","url":"https://canagentsuse.com/tools/manifest","websiteUrl":"https://manifest.build","docsUrl":"https://github.com/mnfst/manifest","githubUrl":"https://github.com/mnfst/manifest","tagline":"Self-hosted software development - low code software.","shortDescription":"Complete backend that fits into 1 YAML file.","agentSummary":"Manifest is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - low code workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/mnfst/manifest","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/mnfst/manifest"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":165,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-low-code","name":"Software Development - Low Code","description":"A low-code development platform (LCDP) provides a development environment used to create application software through a graphical user interface.","sortOrder":282}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://manifest.build"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mnfst/manifest"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mnfst/manifest"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mnfst/manifest"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mnfst/manifest"}]},{"slug":"manticore-search","name":"Manticore Search","url":"https://canagentsuse.com/tools/manticore-search","websiteUrl":"https://github.com/manticoresoftware/manticoresearch/","docsUrl":"https://github.com/manticoresoftware/manticoresearch/","githubUrl":"https://github.com/manticoresoftware/manticoresearch/","tagline":"Self-hosted search engines software.","shortDescription":"Full-text search and data analytics, with fast response time for small, medium and big data (alternative to Elasticsearch).","agentSummary":"Manticore Search is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted search engines workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, deb, C++, K8S. Source code: https://github.com/manticoresoftware/manticoresearch/","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, deb, C++, K8S. Source code: https://github.com/manticoresoftware/manticoresearch/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":198,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-search-engines","name":"Search Engines","description":"A search engine) is an information retrieval system designed to help find information stored on a computer system. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted ticketing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker. Source code: https://github.com/metabase/metabase","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/metabase/metabase"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":437,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-analytics","name":"Analytics","description":"Analytics is the systematic computational analysis of data or statistics. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, deb, Docker. Source code: https://github.com/miniflux/v2","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, deb, Docker. Source code: https://github.com/miniflux/v2"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":3,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":182,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://miniflux.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/miniflux/v2"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/miniflux/v2"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/miniflux/v2"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/miniflux/v2"}]},{"slug":"mirotalk-c2c","name":"MiroTalk C2C","url":"https://canagentsuse.com/tools/mirotalk-c2c","websiteUrl":"https://c2c.mirotalk.com","docsUrl":"https://github.com/miroslavpejic85/mirotalkc2c","githubUrl":"https://github.com/miroslavpejic85/mirotalkc2c","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"Real-time cam-2-cam video calls & screen sharing, end-to-end encrypted, to embed in any website with a simple iframe.","agentSummary":"MiroTalk C2C is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/miroslavpejic85/mirotalkc2c","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/miroslavpejic85/mirotalkc2c"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-video-conferencing","name":"Communication - Video Conferencing","description":"Video/Web Conferencing tools and software.","sortOrder":218}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://c2c.mirotalk.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalkc2c"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalkc2c"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalkc2c"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalkc2c"}]},{"slug":"mirotalk-p2p","name":"MiroTalk P2P","url":"https://canagentsuse.com/tools/mirotalk-p2p","websiteUrl":"https://p2p.mirotalk.com","docsUrl":"https://github.com/miroslavpejic85/mirotalk","githubUrl":"https://github.com/miroslavpejic85/mirotalk","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"Simple, secure, fast real-time video conferences up to 4k and 60fps, compatible with all browsers and platforms.","agentSummary":"MiroTalk P2P is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/miroslavpejic85/mirotalk","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/miroslavpejic85/mirotalk"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":150,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-video-conferencing","name":"Communication - Video Conferencing","description":"Video/Web Conferencing tools and software.","sortOrder":218}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://p2p.mirotalk.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalk"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalk"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalk"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/miroslavpejic85/mirotalk"}]},{"slug":"mirotalk-sfu","name":"MiroTalk SFU","url":"https://canagentsuse.com/tools/mirotalk-sfu","websiteUrl":"https://sfu.mirotalk.com","docsUrl":"https://github.com/miroslavpejic85/mirotalksfu","githubUrl":"https://github.com/miroslavpejic85/mirotalksfu","tagline":"Self-hosted communication - video conferencing software.","shortDescription":"Simple, secure, scalable real-time video conferences up to 4k, compatible with all browsers and platforms.","agentSummary":"MiroTalk SFU is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - video conferencing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/miroslavpejic85/mirotalksfu","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as FSL-1.1-MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. Source code: https://github.com/monetr/monetr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. Source code: https://github.com/monetr/monetr"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://monetr.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/monetr/monetr"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/monetr/monetr"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/monetr/monetr"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/monetr/monetr"}]},{"slug":"monica","name":"Monica","url":"https://canagentsuse.com/tools/monica","websiteUrl":"https://monicahq.com/","docsUrl":"https://github.com/monicahq/monica","githubUrl":"https://github.com/monicahq/monica","tagline":"Self-hosted customer relationship management (crm) software.","shortDescription":"Personal relationship manager, and a new kind of CRM to organize interactions with your friends and family.","agentSummary":"Monica is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted customer relationship management (crm) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/monicahq/monica","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/monicahq/monica"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":284,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-customer-relationship-management-crm","name":"Customer Relationship Management (CRM)","description":"Customer relationship management (CRM) is a strategic process that organizations use to manage, analyze, and improve their interactions with customers.","sortOrder":224}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://monicahq.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/monicahq/monica"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/monicahq/monica"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/monicahq/monica"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/monicahq/monica"}]},{"slug":"moode-audio","name":"moOde Audio","url":"https://canagentsuse.com/tools/moode-audio","websiteUrl":"https://moodeaudio.org/","docsUrl":"https://github.com/moode-player/moode","githubUrl":"https://github.com/moode-player/moode","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Audiophile-quality music playback for the wonderful Raspberry Pi family of single board computers.","agentSummary":"moOde Audio is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/moode-player/moode","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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It replaces other captcha methods with a simple and easy to use spam protection solution.","agentSummary":"mosparo is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/movim/movim"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://movim.eu/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/movim/movim"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/movim/movim"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/movim/movim"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/movim/movim"}]},{"slug":"mox","name":"Mox","url":"https://canagentsuse.com/tools/mox","websiteUrl":"https://www.xmox.nl/","docsUrl":"https://github.com/mjl-/mox","githubUrl":"https://github.com/mjl-/mox","tagline":"Self-hosted communication - email - complete solutions software.","shortDescription":"Complete e-mail solution with IMAP4, SMTP, SPF, DKIM, DMARC, MTA-STS, DANE and DNSSEC, reputation-based and content-based junk filtering, Internationalization (IDNA), automatic TLS with ACME and Let's Encrypt, account...","agentSummary":"Mox is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - complete solutions workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/mjl-/mox","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/mjl-/mox"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":158,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-complete-solutions","name":"Communication - Email - Complete Solutions","description":"Simple deployment of E-mail servers, e.g. for inexperienced or impatient admins.","sortOrder":210}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.xmox.nl/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mjl-/mox"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mjl-/mox"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mjl-/mox"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mjl-/mox"}]},{"slug":"mta-sa","name":"MTA:SA","url":"https://canagentsuse.com/tools/mta-sa","websiteUrl":"https://multitheftauto.com/","docsUrl":"https://github.com/multitheftauto/mtasa-blue","githubUrl":"https://github.com/multitheftauto/mtasa-blue","tagline":"Self-hosted games software.","shortDescription":"Add network play functionality to Rockstar North's Grand Theft Auto game series, in which this functionality is not originally found.","agentSummary":"MTA:SA is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++. Source code: https://github.com/multitheftauto/mtasa-blue","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/multitheftauto/mtasa-blue"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://multitheftauto.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/multitheftauto/mtasa-blue"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/multitheftauto/mtasa-blue"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/multitheftauto/mtasa-blue"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/multitheftauto/mtasa-blue"}]},{"slug":"multi-scrobbler","name":"multi-scrobbler","url":"https://canagentsuse.com/tools/multi-scrobbler","websiteUrl":"https://foxxmd.github.io/multi-scrobbler","docsUrl":"https://github.com/FoxxMD/multi-scrobbler","githubUrl":"https://github.com/FoxxMD/multi-scrobbler","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Scrobble plays from multiple sources to multiple scrobbling services.","agentSummary":"multi-scrobbler is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/FoxxMD/multi-scrobbler","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/FoxxMD/multi-scrobbler"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-audio-streaming","name":"Media Streaming - Audio Streaming","description":"Audio streaming tools and software.","sortOrder":255}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://foxxmd.github.io/multi-scrobbler"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/FoxxMD/multi-scrobbler"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/FoxxMD/multi-scrobbler"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/FoxxMD/multi-scrobbler"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/FoxxMD/multi-scrobbler"}]},{"slug":"mumble","name":"Mumble","url":"https://canagentsuse.com/tools/mumble","websiteUrl":"https://wiki.mumble.info/wiki/Main_Page","docsUrl":"https://github.com/mumble-voip/mumble","githubUrl":"https://github.com/mumble-voip/mumble","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Low-latency, high quality voice/text chat software.","agentSummary":"Mumble is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb. Source code: https://github.com/mumble-voip/mumble","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb. Source code: https://github.com/mumble-voip/mumble"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":173,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://wiki.mumble.info/wiki/Main_Page"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/mumble-voip/mumble"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/mumble-voip/mumble"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/mumble-voip/mumble"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/mumble-voip/mumble"}]},{"slug":"mybb","name":"MyBB","url":"https://canagentsuse.com/tools/mybb","websiteUrl":"https://mybb.com/","docsUrl":"https://github.com/mybb/mybb","githubUrl":"https://github.com/mybb/mybb","tagline":"Self-hosted communication - social networks and forums software.","shortDescription":"Free, extensible forum software package.","agentSummary":"MyBB is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/shurco/mycart"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/shurco/mycart"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/shurco/mycart"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/shurco/mycart"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/shurco/mycart"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/shurco/mycart"}]},{"slug":"mycorrhiza-wiki","name":"Mycorrhiza Wiki","url":"https://canagentsuse.com/tools/mycorrhiza-wiki","websiteUrl":"https://mycorrhiza.wiki/","docsUrl":"https://github.com/bouncepaw/mycorrhiza/","githubUrl":"https://github.com/bouncepaw/mycorrhiza/","tagline":"Self-hosted wikis software.","shortDescription":"Filesystem and git-based wiki engine written in Go using Mycomarkup as its primary markup language.","agentSummary":"Mycorrhiza Wiki is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/bouncepaw/mycorrhiza/","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/bouncepaw/mycorrhiza/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-wikis","name":"Wikis","description":"A wiki is a publication collaboratively edited and managed by its own audience directly using a web browser.","sortOrder":294}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://mycorrhiza.wiki/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bouncepaw/mycorrhiza/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bouncepaw/mycorrhiza/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bouncepaw/mycorrhiza/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bouncepaw/mycorrhiza/"}]},{"slug":"myip","name":"MyIP","url":"https://canagentsuse.com/tools/myip","websiteUrl":"https://ipcheck.ing","docsUrl":"https://github.com/jason5ng32/MyIP","githubUrl":"https://github.com/jason5ng32/MyIP","tagline":"Self-hosted network utilities software.","shortDescription":"All in one IP Toolbox. Easy to check what's your IPs, IP geolocation, check for DNS leaks, examine WebRTC connections, speed test, ping test, MTR test, check website availability and more.","agentSummary":"MyIP is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/jason5ng32/MyIP","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/jason5ng32/MyIP"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":190,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-network-utilities","name":"Network Utilities","description":"Network utilities are tools and software that help manage, monitor, and troubleshoot computer networks.","sortOrder":262}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://ipcheck.ing"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/jason5ng32/MyIP"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/jason5ng32/MyIP"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/jason5ng32/MyIP"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/jason5ng32/MyIP"}]},{"slug":"myspeed","name":"MySpeed","url":"https://canagentsuse.com/tools/myspeed","websiteUrl":"https://myspeed.dev/","docsUrl":"https://github.com/gnmyt/myspeed","githubUrl":"https://github.com/gnmyt/myspeed","tagline":"Self-hosted network utilities software.","shortDescription":"Speed test analysis software that shows your internet speed for up to 30 days.","agentSummary":"MySpeed is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/gnmyt/myspeed","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/gnmyt/myspeed"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":139,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-network-utilities","name":"Network Utilities","description":"Network utilities are tools and software that help manage, monitor, and troubleshoot computer networks.","sortOrder":262}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://myspeed.dev/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/gnmyt/myspeed"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/gnmyt/myspeed"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/gnmyt/myspeed"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/gnmyt/myspeed"}]},{"slug":"mytube","name":"MyTube","url":"https://canagentsuse.com/tools/mytube","websiteUrl":"https://github.com/franklioxygen/MyTube","docsUrl":"https://github.com/franklioxygen/MyTube","githubUrl":"https://github.com/franklioxygen/MyTube","tagline":"Self-hosted media management software.","shortDescription":"Downloader and player for yt-dlp-supported sites with channel subscriptions, cloud upload support, and local library organization.","agentSummary":"MyTube is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/franklioxygen/MyTube","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/franklioxygen/MyTube"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/franklioxygen/MyTube"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/franklioxygen/MyTube"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/franklioxygen/MyTube"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/franklioxygen/MyTube"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/franklioxygen/MyTube"}]},{"slug":"nefarious","name":"nefarious","url":"https://canagentsuse.com/tools/nefarious","websiteUrl":"https://lardbit.github.io/nefarious/","docsUrl":"https://github.com/lardbit/nefarious","githubUrl":"https://github.com/lardbit/nefarious","tagline":"Self-hosted media management software.","shortDescription":"Automate downloading Movies and TV Shows.","agentSummary":"nefarious is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/lardbit/nefarious","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/lardbit/nefarious"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://lardbit.github.io/nefarious/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/lardbit/nefarious"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/lardbit/nefarious"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/lardbit/nefarious"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/lardbit/nefarious"}]},{"slug":"neko","name":"Neko","url":"https://canagentsuse.com/tools/neko","websiteUrl":"https://neko.m1k1o.net","docsUrl":"https://github.com/m1k1o/neko","githubUrl":"https://github.com/m1k1o/neko","tagline":"Self-hosted miscellaneous software.","shortDescription":"Virtual browser that runs in docker and uses WebRTC.","agentSummary":"Neko is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go. Source code: https://github.com/m1k1o/neko","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted note-taking & editors workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/enchant97/note-mark","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/enchant97/note-mark"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-note-taking-and-editors","name":"Note-taking & Editors","description":"Note taking editors.","sortOrder":263}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://notemark.docs.enchantedcode.co.uk/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/enchant97/note-mark"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/enchant97/note-mark"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/enchant97/note-mark"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/enchant97/note-mark"}]},{"slug":"novu","name":"Novu","url":"https://canagentsuse.com/tools/novu","websiteUrl":"https://novu.co/","docsUrl":"https://github.com/novuhq/novu/","githubUrl":"https://github.com/novuhq/novu/","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Notification infrastructure for developers.","agentSummary":"Novu is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs. Source code: https://github.com/novuhq/novu/","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/novuhq/novu/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":380,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://novu.co/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/novuhq/novu/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/novuhq/novu/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/novuhq/novu/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/novuhq/novu/"}]},{"slug":"nullboard","name":"Nullboard","url":"https://canagentsuse.com/tools/nullboard","websiteUrl":"https://github.com/apankrat/nullboard","docsUrl":"https://github.com/apankrat/nullboard","githubUrl":"https://github.com/apankrat/nullboard","tagline":"Self-hosted task management & to-do lists software.","shortDescription":"Single-page minimalist kanban board; compact, highly readable and quick to use.","agentSummary":"Nullboard is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted task management & to-do lists workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-2-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Javascript. Source code: https://github.com/apankrat/nullboard","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - multimedia streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++. Source code: https://github.com/MayaPosch/NymphCast","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby, Docker. Source code: https://github.com/octobox/octobox","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby, Docker. Source code: https://github.com/octobox/octobox"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":149,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://octobox.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/octobox/octobox"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/octobox/octobox"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/octobox/octobox"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/octobox/octobox"}]},{"slug":"octoprint","name":"Octoprint","url":"https://canagentsuse.com/tools/octoprint","websiteUrl":"https://octoprint.org/","docsUrl":"https://github.com/OctoPrint/OctoPrint","githubUrl":"https://github.com/OctoPrint/OctoPrint","tagline":"Self-hosted manufacturing software.","shortDescription":"Snappy web interface for controlling consumer 3D printers.","agentSummary":"Octoprint is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted manufacturing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/OctoPrint/OctoPrint","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/OctoPrint/OctoPrint"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":180,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-manufacturing","name":"Manufacturing","description":"Software to manage 3D printers, CNC machines and other physical manufacturing tools.","sortOrder":252}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://octoprint.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/OctoPrint/OctoPrint"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/OctoPrint/OctoPrint"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/OctoPrint/OctoPrint"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/OctoPrint/OctoPrint"}]},{"slug":"ocular","name":"Ocular","url":"https://canagentsuse.com/tools/ocular","websiteUrl":"https://simonwep.github.io/ocular/","docsUrl":"https://github.com/simonwep/ocular","githubUrl":"https://github.com/simonwep/ocular","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Simplistic and straightforward budgeting app to track your budget across months and years.","agentSummary":"Ocular is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/simonwep/ocular","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/simonwep/ocular"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://simonwep.github.io/ocular/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/simonwep/ocular"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/simonwep/ocular"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/simonwep/ocular"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/simonwep/ocular"}]},{"slug":"odoo","name":"Odoo","url":"https://canagentsuse.com/tools/odoo","websiteUrl":"https://www.odoo.com","docsUrl":"https://github.com/odoo/odoo","githubUrl":"https://github.com/odoo/odoo","tagline":"Self-hosted resource planning software.","shortDescription":"Free open source ERP system.","agentSummary":"Odoo is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted resource planning workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C#, deb. Source code: https://github.com/Ombi-app/Ombi","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/Ombi-app/Ombi"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":147,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://ombi.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Ombi-app/Ombi"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Ombi-app/Ombi"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Ombi-app/Ombi"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Ombi-app/Ombi"}]},{"slug":"omnitools","name":"OmniTools","url":"https://canagentsuse.com/tools/omnitools","websiteUrl":"https://omnitools.app/","docsUrl":"https://github.com/iib0011/omni-tools","githubUrl":"https://github.com/iib0011/omni-tools","tagline":"Self-hosted miscellaneous software.","shortDescription":"Collection of powerful web-based tools for everyday tasks (coding, manipulating images/videos, PDFs or crunching numbers...).","agentSummary":"OmniTools is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/iib0011/omni-tools"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":184,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://omnitools.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/iib0011/omni-tools"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/iib0011/omni-tools"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/iib0011/omni-tools"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/iib0011/omni-tools"}]},{"slug":"one-time-secret","name":"One Time Secret","url":"https://canagentsuse.com/tools/one-time-secret","websiteUrl":"https://docs.onetimesecret.com","docsUrl":"https://github.com/onetimesecret/onetimesecret","githubUrl":"https://github.com/onetimesecret/onetimesecret","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Share sensitive information securely with self-destructing links that are only viewable once.","agentSummary":"One Time Secret is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, C#. Source code: https://github.com/TheAxelander/OpenBudgeteer","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, C#. Source code: https://github.com/TheAxelander/OpenBudgeteer"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":126,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/TheAxelander/OpenBudgeteer"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TheAxelander/OpenBudgeteer"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TheAxelander/OpenBudgeteer"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TheAxelander/OpenBudgeteer"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TheAxelander/OpenBudgeteer"}]},{"slug":"opencart","name":"OpenCart","url":"https://canagentsuse.com/tools/opencart","websiteUrl":"https://www.opencart.com","docsUrl":"https://github.com/opencart/opencart","githubUrl":"https://github.com/opencart/opencart","tagline":"Self-hosted e-commerce software.","shortDescription":"Shopping cart solution.","agentSummary":"OpenCart is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/opencart/opencart","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/opencart/opencart"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":174,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.opencart.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/opencart/opencart"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/opencart/opencart"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/opencart/opencart"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/opencart/opencart"}]},{"slug":"opencloud","name":"OpenCloud","url":"https://canagentsuse.com/tools/opencloud","websiteUrl":"https://docs.opencloud.eu/","docsUrl":"https://github.com/opencloud-eu/opencloud","githubUrl":"https://github.com/opencloud-eu/opencloud","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"File Sharing and Collaboration Platform.","agentSummary":"OpenCloud is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go, Nodejs. Source code: https://github.com/opencloud-eu/opencloud","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go, Nodejs. Source code: https://github.com/opencloud-eu/opencloud"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":157,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.opencloud.eu/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/opencloud-eu/opencloud"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/opencloud-eu/opencloud"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/opencloud-eu/opencloud"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/opencloud-eu/opencloud"}]},{"slug":"openemr","name":"OpenEMR","url":"https://canagentsuse.com/tools/openemr","websiteUrl":"https://www.open-emr.org/","docsUrl":"https://github.com/openemr/openemr","githubUrl":"https://github.com/openemr/openemr","tagline":"Self-hosted health and fitness software.","shortDescription":"Electronic health records and medical practice management solution.","agentSummary":"OpenEMR is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted health and fitness workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/openemr/openemr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Collaborate via work packages and link them to your pull requests on Github.","agentSummary":"OpenProject is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby, deb, Docker. Source code: https://github.com/opf/openproject","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby, deb, Docker. Source code: https://github.com/opf/openproject"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":221,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.openproject.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/opf/openproject"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/opf/openproject"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/opf/openproject"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/opf/openproject"}]},{"slug":"openreader","name":"OpenReader","url":"https://canagentsuse.com/tools/openreader","websiteUrl":"https://openreader.richardr.dev/","docsUrl":"https://github.com/richardr1126/openreader","githubUrl":"https://github.com/richardr1126/openreader","tagline":"Self-hosted miscellaneous software.","shortDescription":"EPUB, PDF, DOCX, MD, and TXT file text to speech document reader. Read documents in realtime with high-quality TTS; or extract audiobooks.","agentSummary":"OpenReader is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/richardr1126/openreader","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/richardr1126/openreader"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://openreader.richardr.dev/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/richardr1126/openreader"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/richardr1126/openreader"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/richardr1126/openreader"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/richardr1126/openreader"}]},{"slug":"openremote","name":"OpenRemote","url":"https://canagentsuse.com/tools/openremote","websiteUrl":"https://openremote.io","docsUrl":"https://github.com/openremote/openremote","githubUrl":"https://github.com/openremote/openremote","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"IoT Asset management, Flow Rules and WHEN-THEN rules, Data visualization, Edge Gateway.","agentSummary":"OpenRemote is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java. Source code: https://github.com/openremote/openremote","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Java. Source code: https://github.com/GIScience/openrouteservice","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/opensignlabs/opensign"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":163,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management","name":"Document Management","description":"A document management system (DMS) is a system used to receive, track, manage and store documents and reduce paper.","sortOrder":230}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.opensignlabs.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/opensignlabs/opensign"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/opensignlabs/opensign"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/opensignlabs/opensign"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/opensignlabs/opensign"}]},{"slug":"openslides","name":"OpenSlides","url":"https://canagentsuse.com/tools/openslides","websiteUrl":"https://openslides.com/","docsUrl":"https://github.com/OpenSlides/OpenSlides","githubUrl":"https://github.com/OpenSlides/OpenSlides","tagline":"Self-hosted conference management software.","shortDescription":"Presentation and assembly system for managing and projecting agenda, motions and elections of an assembly.","agentSummary":"OpenSlides is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/openstreetmap/openstreetmap-website","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/openstreetmap/openstreetmap-website"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":138,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.openstreetmap.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/openstreetmap/openstreetmap-website"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/openstreetmap/openstreetmap-website"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/openstreetmap/openstreetmap-website"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/openstreetmap/openstreetmap-website"}]},{"slug":"opentripplanner","name":"OpenTripPlanner","url":"https://canagentsuse.com/tools/opentripplanner","websiteUrl":"https://www.opentripplanner.org/","docsUrl":"https://github.com/opentripplanner/OpenTripPlanner","githubUrl":"https://github.com/opentripplanner/OpenTripPlanner","tagline":"Self-hosted maps and global positioning system (gps) software.","shortDescription":"Multimodal trip planning software based on OpenStreetMap data and consuming published GTFS-formatted data to suggest routes using local public transit systems.","agentSummary":"OpenTripPlanner is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Javascript. Source code: https://github.com/opentripplanner/OpenTripPlanner","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Javascript. Source code: https://github.com/opentripplanner/OpenTripPlanner"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.opentripplanner.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/opentripplanner/OpenTripPlanner"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/opentripplanner/OpenTripPlanner"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/opentripplanner/OpenTripPlanner"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/opentripplanner/OpenTripPlanner"}]},{"slug":"openttd","name":"OpenTTD","url":"https://canagentsuse.com/tools/openttd","websiteUrl":"https://www.openttd.org/","docsUrl":"https://github.com/OpenTTD/OpenTTD","githubUrl":"https://github.com/OpenTTD/OpenTTD","tagline":"Self-hosted games software.","shortDescription":"Transport tycoon simulation game.","agentSummary":"OpenTTD is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, Docker. Source code: https://github.com/OpenTTD/OpenTTD","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/OpenTTD/OpenTTD"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":172,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.openttd.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/OpenTTD/OpenTTD"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/OpenTTD/OpenTTD"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/OpenTTD/OpenTTD"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/OpenTTD/OpenTTD"}]},{"slug":"operational-co","name":"Operational.co","url":"https://canagentsuse.com/tools/operational-co","websiteUrl":"https://operational.co","docsUrl":"https://github.com/operational-co/operational.co","githubUrl":"https://github.com/operational-co/operational.co","tagline":"Self-hosted miscellaneous software.","shortDescription":"Receive alerts in a live timeline from your product.","agentSummary":"Operational.co is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/operational-co/operational.co","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/redimp/otterwiki","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/redimp/otterwiki"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-wikis","name":"Wikis","description":"A wiki is a publication collaboratively edited and managed by its own audience directly using a web browser.","sortOrder":294}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://otterwiki.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/redimp/otterwiki"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/redimp/otterwiki"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/redimp/otterwiki"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/redimp/otterwiki"}]},{"slug":"outline","name":"Outline","url":"https://canagentsuse.com/tools/outline","websiteUrl":"https://www.getoutline.com/","docsUrl":"https://github.com/outline/outline","githubUrl":"https://github.com/outline/outline","tagline":"Self-hosted wikis software.","shortDescription":"Extensible wiki for your team.","agentSummary":"Outline is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BUSL-1.1; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/outline/outline","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/outline/outline"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":378,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-wikis","name":"Wikis","description":"A wiki is a publication collaboratively edited and managed by its own audience directly using a web browser.","sortOrder":294}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.getoutline.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/outline/outline"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/outline/outline"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/outline/outline"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/outline/outline"}]},{"slug":"overleaf","name":"Overleaf","url":"https://canagentsuse.com/tools/overleaf","websiteUrl":"https://www.overleaf.com/","docsUrl":"https://github.com/overleaf/overleaf","githubUrl":"https://github.com/overleaf/overleaf","tagline":"Self-hosted note-taking & editors software.","shortDescription":"Web-based collaborative LaTeX editor.","agentSummary":"Overleaf is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted note-taking & editors workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/overleaf/overleaf","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/overleaf/overleaf"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":238,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-note-taking-and-editors","name":"Note-taking & Editors","description":"Note taking editors.","sortOrder":263}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.overleaf.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/overleaf/overleaf"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/overleaf/overleaf"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/overleaf/overleaf"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/overleaf/overleaf"}]},{"slug":"owncloud","name":"ownCloud","url":"https://canagentsuse.com/tools/owncloud","websiteUrl":"https://owncloud.org/","docsUrl":"https://github.com/owncloud/core","githubUrl":"https://github.com/owncloud/core","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"All-in-one solution for saving, synchronizing, viewing, editing and sharing files, calendars, address books and more.","agentSummary":"ownCloud is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker, deb. Source code: https://github.com/owncloud/core","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker, deb. Source code: https://github.com/owncloud/core"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":178,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://owncloud.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/owncloud/core"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/owncloud/core"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/owncloud/core"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/owncloud/core"}]},{"slug":"owntracks-recorder","name":"OwnTracks Recorder","url":"https://canagentsuse.com/tools/owntracks-recorder","websiteUrl":"https://github.com/owntracks/recorder","docsUrl":"https://github.com/owntracks/recorder","githubUrl":"https://github.com/owntracks/recorder","tagline":"Self-hosted maps and global positioning system (gps) software.","shortDescription":"Store and access data published by [OwnTracks](https://owntracks.org/) location tracking apps.","agentSummary":"OwnTracks Recorder is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted maps and global positioning system (gps) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, Lua, deb, Docker. Source code: https://github.com/owntracks/recorder","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C, Lua, deb, Docker. Source code: https://github.com/owntracks/recorder"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/owntracks/recorder"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/owntracks/recorder"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/owntracks/recorder"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/owntracks/recorder"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/owntracks/recorder"}]},{"slug":"paaster","name":"paaster","url":"https://canagentsuse.com/tools/paaster","websiteUrl":"https://paaster.io","docsUrl":"https://github.com/WardPearce/paaster","githubUrl":"https://github.com/WardPearce/paaster","tagline":"Self-hosted pastebins software.","shortDescription":"End-to-end encrypted pastebin built with the objective of simplicity.","agentSummary":"paaster is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/WardPearce/paaster","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/WardPearce/paaster"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":123,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-pastebins","name":"Pastebins","description":"A pastebin is a type of online content-hosting service used for sharing and storing code and text.","sortOrder":266}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://paaster.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/WardPearce/paaster"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/WardPearce/paaster"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/WardPearce/paaster"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/WardPearce/paaster"}]},{"slug":"paperless-ngx","name":"Paperless-ngx","url":"https://canagentsuse.com/tools/paperless-ngx","websiteUrl":"https://docs.paperless-ngx.com/","docsUrl":"https://github.com/paperless-ngx/paperless-ngx","githubUrl":"https://github.com/paperless-ngx/paperless-ngx","tagline":"Self-hosted document management software.","shortDescription":"Scan, index, and archive all of your paper documents with an improved interface (fork of Paperless).","agentSummary":"Paperless-ngx is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/photoprism/photoprism","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/phpbb/phpbb"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.phpbb.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/phpbb/phpbb"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/phpbb/phpbb"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/phpbb/phpbb"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/phpbb/phpbb"}]},{"slug":"phplist","name":"phpList","url":"https://canagentsuse.com/tools/phplist","websiteUrl":"https://www.phplist.org","docsUrl":"https://github.com/phpList/phplist3","githubUrl":"https://github.com/phpList/phplist3","tagline":"Self-hosted communication - email - mailing lists and newsletters software.","shortDescription":"Newsletter and email marketing with advanced management of subscribers, bounces, and plugins.","agentSummary":"phpList is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/kieraneglin/pinchflat","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/kieraneglin/pinchflat"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":153,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/kieraneglin/pinchflat"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/kieraneglin/pinchflat"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/kieraneglin/pinchflat"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/kieraneglin/pinchflat"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/kieraneglin/pinchflat"}]},{"slug":"piwigo","name":"Piwigo","url":"https://canagentsuse.com/tools/piwigo","websiteUrl":"https://piwigo.org/","docsUrl":"https://github.com/Piwigo/Piwigo","githubUrl":"https://github.com/Piwigo/Piwigo","tagline":"Self-hosted photo galleries software.","shortDescription":"Photo gallery software for the web, built by an active community of users and developers.","agentSummary":"Piwigo is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/Piwigo/Piwigo","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/Piwigo/Piwigo"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":145,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://piwigo.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Piwigo/Piwigo"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Piwigo/Piwigo"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Piwigo/Piwigo"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Piwigo/Piwigo"}]},{"slug":"pixelfed","name":"PixelFed","url":"https://canagentsuse.com/tools/pixelfed","websiteUrl":"https://pixelfed.social","docsUrl":"https://github.com/pixelfed/pixelfed","githubUrl":"https://github.com/pixelfed/pixelfed","tagline":"Self-hosted communication - social networks and forums software.","shortDescription":"Ethical photo sharing platform, powered by ActivityPub federation (alternative to Instagram).","agentSummary":"PixelFed is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/pixelfed/pixelfed","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/pixelfed/pixelfed"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":166,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://pixelfed.social"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/pixelfed/pixelfed"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/pixelfed/pixelfed"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/pixelfed/pixelfed"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/pixelfed/pixelfed"}]},{"slug":"plainpad","name":"Plainpad","url":"https://canagentsuse.com/tools/plainpad","websiteUrl":"https://alextselegidis.com/get/plainpad/","docsUrl":"https://github.com/alextselegidis/plainpad","githubUrl":"https://github.com/alextselegidis/plainpad","tagline":"Self-hosted note-taking & editors software.","shortDescription":"Modern note taking application for the cloud, utilizing the best features of progressive web apps technology.","agentSummary":"Plainpad is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted note-taking & editors workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/alextselegidis/plainpad","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - low code workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/pocketbase/pocketbase","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/publify/publify","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/publify/publify"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":132,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://publify.github.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/publify/publify"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/publify/publify"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/publify/publify"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/publify/publify"}]},{"slug":"puter","name":"Puter","url":"https://canagentsuse.com/tools/puter","websiteUrl":"https://puter.com/","docsUrl":"https://github.com/heyputer/puter","githubUrl":"https://github.com/heyputer/puter","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"Web-based operating system designed to be feature-rich, exceptionally fast, and highly extensible.","agentSummary":"Puter is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/heyputer/puter","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/heyputer/puter"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":401,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239},{"slug":"selfhosted-remote-access","name":"Remote Access","description":"Remote desktop and SSH servers and web interfaces for remote management of computer systems.","sortOrder":272}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://puter.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/heyputer/puter"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/heyputer/puter"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/heyputer/puter"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/heyputer/puter"}]},{"slug":"qloapps","name":"QloApps","url":"https://canagentsuse.com/tools/qloapps","websiteUrl":"https://qloapps.com/","docsUrl":"https://github.com/Qloapps/QloApps","githubUrl":"https://github.com/Qloapps/QloApps","tagline":"Self-hosted booking and scheduling software.","shortDescription":"Customizable and intuitive web-based hotel reservation system and a booking engine.","agentSummary":"QloApps is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted booking and scheduling workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as OSL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Nodejs. Source code: https://github.com/Qloapps/QloApps","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Nodejs. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/codidact/qpixel","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/codidact/qpixel"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://codidact.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/codidact/qpixel"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/codidact/qpixel"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/codidact/qpixel"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/codidact/qpixel"}]},{"slug":"radarr","name":"Radarr","url":"https://canagentsuse.com/tools/radarr","websiteUrl":"https://radarr.video/","docsUrl":"https://github.com/Radarr/Radarr","githubUrl":"https://github.com/Radarr/Radarr","tagline":"Self-hosted media management software.","shortDescription":"Automatically download movies via Usenet and BitTorrent (fork of Sonarr).","agentSummary":"Radarr is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C#, Docker. Source code: https://github.com/Radarr/Radarr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/Radarr/Radarr"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":211,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://radarr.video/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Radarr/Radarr"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Radarr/Radarr"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Radarr/Radarr"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Radarr/Radarr"}]},{"slug":"rallly","name":"Rallly","url":"https://canagentsuse.com/tools/rallly","websiteUrl":"https://rallly.co","docsUrl":"https://github.com/lukevella/rallly","githubUrl":"https://github.com/lukevella/rallly","tagline":"Self-hosted booking and scheduling software.","shortDescription":"Create polls to vote on dates and times (alternative to Doodle).","agentSummary":"Rallly is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted booking and scheduling workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/ryanlelek/Raneto","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/Ralex91/Razzia","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-2-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/getredash/redash","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/reviewboard/reviewboard","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, K8S. Source code: https://github.com/RocketChat/Rocket.Chat","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/RocketChat/Rocket.Chat"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":422,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://rocket.chat/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/RocketChat/Rocket.Chat"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/RocketChat/Rocket.Chat"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/RocketChat/Rocket.Chat"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/RocketChat/Rocket.Chat"}]},{"slug":"romm","name":"RomM","url":"https://canagentsuse.com/tools/romm","websiteUrl":"https://romm.app/","docsUrl":"https://github.com/rommapp/romm","githubUrl":"https://github.com/rommapp/romm","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"ROM manager for organizing, enriching, and playing retro games, with support for 400+ platforms.","agentSummary":"RomM is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Unlicense; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/RSS-Bridge/rss-bridge","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, Docker. Source code: https://github.com/RSS-Bridge/rss-bridge"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":179,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/RSS-Bridge/rss-bridge"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/RSS-Bridge/rss-bridge"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/RSS-Bridge/rss-bridge"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/RSS-Bridge/rss-bridge"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/RSS-Bridge/rss-bridge"}]},{"slug":"rss2email","name":"RSS2EMail","url":"https://canagentsuse.com/tools/rss2email","websiteUrl":"https://github.com/rss2email/rss2email","docsUrl":"https://github.com/rss2email/rss2email","githubUrl":"https://github.com/rss2email/rss2email","tagline":"Self-hosted feed readers software.","shortDescription":"Fetches RSS/Atom-feeds and pushes new content to any email-receiver, supports OPML.","agentSummary":"RSS2EMail is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/rss2email/rss2email","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/scribble-rs/scribble.rs","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/scribble-rs/scribble.rs"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/scribble-rs/scribble.rs"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/scribble-rs/scribble.rs"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/scribble-rs/scribble.rs"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/scribble-rs/scribble.rs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/scribble-rs/scribble.rs"}]},{"slug":"seafile","name":"Seafile","url":"https://canagentsuse.com/tools/seafile","websiteUrl":"https://www.seafile.com/en/home/","docsUrl":"https://github.com/haiwen/seafile","githubUrl":"https://github.com/haiwen/seafile","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"File hosting and sharing solution primary for teams and organizations.","agentSummary":"Seafile is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0, GPL-3.0, AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/haiwen/seafile","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/haiwen/seafile"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":218,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239},{"slug":"selfhosted-groupware","name":"Groupware","description":"Collaborative software or groupware is designed to help people working on a common task to attain their goals. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted booking and scheduling workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/seatsurfing/seatsurfing","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Nodejs, Python, Go. Source code: https://github.com/taleshape-com/shaper"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-analytics","name":"Analytics","description":"Analytics is the systematic computational analysis of data or statistics. It is used for the discovery, interpretation, and communication of meaningful patterns in data.","sortOrder":201}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://taleshape.com/shaper/docs"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/taleshape-com/shaper"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/taleshape-com/shaper"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/taleshape-com/shaper"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/taleshape-com/shaper"}]},{"slug":"sharetribe","name":"Sharetribe","url":"https://canagentsuse.com/tools/sharetribe","websiteUrl":"https://www.sharetribe.com","docsUrl":"https://github.com/sharetribe/sharetribe","githubUrl":"https://github.com/sharetribe/sharetribe","tagline":"Self-hosted e-commerce software.","shortDescription":"Open-source platform to create your own peer-to-peer marketplace, also available with SaaS model.","agentSummary":"Sharetribe is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as ⊘ Proprietary; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/sharetribe/sharetribe","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/sharetribe/sharetribe"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.sharetribe.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/sharetribe/sharetribe"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/sharetribe/sharetribe"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/sharetribe/sharetribe"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/sharetribe/sharetribe"}]},{"slug":"shhh","name":"Shhh","url":"https://canagentsuse.com/tools/shhh","websiteUrl":"https://github.com/smallwat3r/shhh","docsUrl":"https://github.com/smallwat3r/shhh","githubUrl":"https://github.com/smallwat3r/shhh","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Keep secrets out of emails or chat logs, share them using secure links with passphrase and expiration dates.","agentSummary":"Shhh is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted bookmarks and link sharing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/go-shiori/shiori","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/go-shiori/shiori"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":196,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-bookmarks-and-link-sharing","name":"Bookmarks and Link Sharing","description":"Software which allows users to add, annotate, edit, and share bookmarks) of web documents.","sortOrder":207}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/go-shiori/shiori"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/go-shiori/shiori"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/go-shiori/shiori"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/go-shiori/shiori"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/go-shiori/shiori"}]},{"slug":"shipshipship","name":"ShipShipShip","url":"https://canagentsuse.com/tools/shipshipship","websiteUrl":"https://shipshipship.io","docsUrl":"https://github.com/GauthierNelkinsky/ShipShipShip","githubUrl":"https://github.com/GauthierNelkinsky/ShipShipShip","tagline":"Self-hosted software development - project management software.","shortDescription":"Changelog and roadmap platform that bridges project management and customer communication.","agentSummary":"ShipShipShip is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/GauthierNelkinsky/ShipShipShip","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/GauthierNelkinsky/ShipShipShip"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-project-management","name":"Software Development - Project Management","description":"Tools and software for software project management.","sortOrder":283}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://shipshipship.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/GauthierNelkinsky/ShipShipShip"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/GauthierNelkinsky/ShipShipShip"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/GauthierNelkinsky/ShipShipShip"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/GauthierNelkinsky/ShipShipShip"}]},{"slug":"shkeeper","name":"SHKeeper","url":"https://canagentsuse.com/tools/shkeeper","websiteUrl":"https://shkeeper.io/","docsUrl":"https://github.com/vsys-host/shkeeper.io","githubUrl":"https://github.com/vsys-host/shkeeper.io","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Cryptocurrency payment processor with the unique combination of gateway and merchant allowing you to accept payments in multiple cryptocurrencies without fees and intermediaries.","agentSummary":"SHKeeper is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - social networks and forums workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/SimpleMachines/SMF","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/SimpleMachines/SMF"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-social-networks-and-forums","name":"Communication - Social Networks and Forums","description":"Social Networking and Forum software.","sortOrder":217}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.simplemachines.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/SimpleMachines/SMF"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/SimpleMachines/SMF"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/SimpleMachines/SMF"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/SimpleMachines/SMF"}]},{"slug":"simplex-chat","name":"SimpleX Chat","url":"https://canagentsuse.com/tools/simplex-chat","websiteUrl":"https://github.com/simplex-chat/simplex-chat","docsUrl":"https://github.com/simplex-chat/simplex-chat","githubUrl":"https://github.com/simplex-chat/simplex-chat","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"The most private and secure chat and applications platform - now with double ratchet E2E encryption.","agentSummary":"SimpleX Chat is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Haskell. Source code: https://github.com/simplex-chat/simplex-chat","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/simplex-chat/simplex-chat"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":194,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/simplex-chat/simplex-chat"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/simplex-chat/simplex-chat"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/simplex-chat/simplex-chat"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/simplex-chat/simplex-chat"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/simplex-chat/simplex-chat"}]},{"slug":"sip-irrigation-control","name":"SIP Irrigation Control","url":"https://canagentsuse.com/tools/sip-irrigation-control","websiteUrl":"https://dan-in-ca.github.io/SIP/","docsUrl":"https://github.com/Dan-in-CA/SIP","githubUrl":"https://github.com/Dan-in-CA/SIP","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"Open source software for sprinkler/irrigation control.","agentSummary":"SIP Irrigation Control is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/Dan-in-CA/SIP","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - sip workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Go, Docker. Source code: https://github.com/sipcapture/homer","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Go, Docker. Source code: https://github.com/sipcapture/homer"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-sip","name":"Communication - SIP","description":"SIP/IPBX telephony software.","sortOrder":216}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.sipcapture.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/sipcapture/homer"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/sipcapture/homer"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/sipcapture/homer"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/sipcapture/homer"}]},{"slug":"sish","name":"sish","url":"https://canagentsuse.com/tools/sish","websiteUrl":"https://github.com/antoniomika/sish","docsUrl":"https://github.com/antoniomika/sish","githubUrl":"https://github.com/antoniomika/sish","tagline":"Self-hosted proxy software.","shortDescription":"HTTP(S)/WS(S)/TCP tunnels to localhost using only SSH (serveo/ngrok alternative).","agentSummary":"sish is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted proxy workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/antoniomika/sish","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/antoniomika/sish"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":150,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-proxy","name":"Proxy","description":"A proxy is a server application that acts as an intermediary between a client requesting a resource and the server providing that resource. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted search engines workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, Docker. Source code: https://github.com/sist2app/sist2","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/sist2app/sist2"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-search-engines","name":"Search Engines","description":"A search engine) is an information retrieval system designed to help find information stored on a computer system. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/SolidInvoice/SolidInvoice","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/SolidInvoice/SolidInvoice"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-money-budgeting-and-management","name":"Money, Budgeting & Management","description":"Money management and budgeting software.","sortOrder":260}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://solidinvoice.co"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/SolidInvoice/SolidInvoice"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/SolidInvoice/SolidInvoice"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/SolidInvoice/SolidInvoice"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/SolidInvoice/SolidInvoice"}]},{"slug":"solidtime","name":"solidtime","url":"https://canagentsuse.com/tools/solidtime","websiteUrl":"https://www.solidtime.io","docsUrl":"https://github.com/solidtime-io/solidtime","githubUrl":"https://github.com/solidtime-io/solidtime","tagline":"Self-hosted time tracking software.","shortDescription":"Modern time tracking application for freelancers and agencies.","agentSummary":"solidtime is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted time tracking workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/solidtime-io/solidtime"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":177,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-time-tracking","name":"Time Tracking","description":"Time-tracking software is a category of computer software that allows its users to record time spent on tasks or projects.","sortOrder":289}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.solidtime.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/solidtime-io/solidtime"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/solidtime-io/solidtime"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/solidtime-io/solidtime"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/solidtime-io/solidtime"}]},{"slug":"solidus","name":"Solidus","url":"https://canagentsuse.com/tools/solidus","websiteUrl":"https://solidus.io/","docsUrl":"https://github.com/solidusio/solidus","githubUrl":"https://github.com/solidusio/solidus","tagline":"Self-hosted e-commerce software.","shortDescription":"A free, open-source ecommerce platform that gives you complete control over your store.","agentSummary":"Solidus is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby, Docker. Source code: https://github.com/solidusio/solidus","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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It can grab, sort and rename new episodes and automatically upgrade the quality of files already downloaded when a better quality format becomes...","agentSummary":"Sonarr is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C#, Docker. Source code: https://github.com/Sonarr/Sonarr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/Sonarr/Sonarr"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":212,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://sonarr.tv/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Sonarr/Sonarr"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Sonarr/Sonarr"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Sonarr/Sonarr"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Sonarr/Sonarr"}]},{"slug":"sourcebans","name":"SourceBans++","url":"https://canagentsuse.com/tools/sourcebans","websiteUrl":"https://sbpp.github.io/","docsUrl":"https://github.com/sbpp/sourcebans-pp","githubUrl":"https://github.com/sbpp/sourcebans-pp","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"Admin, ban, and communication management system for games running on the Source engine.","agentSummary":"SourceBans++ is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as CC-BY-SA-4.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/sbpp/sourcebans-pp","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/sbpp/sourcebans-pp"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games-administrative-utilities-and-control-panels","name":"Games - Administrative Utilities & Control Panels","description":"Utilities for managing game servers and game libraries.","sortOrder":240}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://sbpp.github.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/sbpp/sourcebans-pp"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/sbpp/sourcebans-pp"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/sbpp/sourcebans-pp"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/sbpp/sourcebans-pp"}]},{"slug":"spectrum-2","name":"Spectrum 2","url":"https://canagentsuse.com/tools/spectrum-2","websiteUrl":"https://spectrum.im/","docsUrl":"https://github.com/SpectrumIM/spectrum2","githubUrl":"https://github.com/SpectrumIM/spectrum2","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Spectrum 2 is an open source instant messaging transport. 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Source code: https://github.com/SpectrumIM/spectrum2"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://spectrum.im/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/SpectrumIM/spectrum2"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/SpectrumIM/spectrum2"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/SpectrumIM/spectrum2"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/SpectrumIM/spectrum2"}]},{"slug":"speed-test-by-openspeedtest","name":"Speed Test by OpenSpeedTest™","url":"https://canagentsuse.com/tools/speed-test-by-openspeedtest","websiteUrl":"https://openspeedtest.com/","docsUrl":"https://github.com/openspeedtest/Speed-Test","githubUrl":"https://github.com/openspeedtest/Speed-Test","tagline":"Self-hosted network utilities software.","shortDescription":"Free & Open-Source HTML5 Network Performance Estimation Tool.","agentSummary":"Speed Test by OpenSpeedTest™ is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/openspeedtest/Speed-Test","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/openspeedtest/Speed-Test"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":144,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-network-utilities","name":"Network Utilities","description":"Network utilities are tools and software that help manage, monitor, and troubleshoot computer networks.","sortOrder":262}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://openspeedtest.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/openspeedtest/Speed-Test"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/openspeedtest/Speed-Test"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/openspeedtest/Speed-Test"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/openspeedtest/Speed-Test"}]},{"slug":"speedtest-tracker","name":"Speedtest Tracker","url":"https://canagentsuse.com/tools/speedtest-tracker","websiteUrl":"https://docs.speedtest-tracker.dev/","docsUrl":"https://github.com/alexjustesen/speedtest-tracker","githubUrl":"https://github.com/alexjustesen/speedtest-tracker","tagline":"Self-hosted network utilities software.","shortDescription":"Monitor the performance and uptime of your internet connection.","agentSummary":"Speedtest Tracker is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. Source code: https://github.com/alexjustesen/speedtest-tracker","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S. Source code: https://github.com/alexjustesen/speedtest-tracker"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":158,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-network-utilities","name":"Network Utilities","description":"Network utilities are tools and software that help manage, monitor, and troubleshoot computer networks.","sortOrder":262}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://docs.speedtest-tracker.dev/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/alexjustesen/speedtest-tracker"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/alexjustesen/speedtest-tracker"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/alexjustesen/speedtest-tracker"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/alexjustesen/speedtest-tracker"}]},{"slug":"spoolman","name":"Spoolman","url":"https://canagentsuse.com/tools/spoolman","websiteUrl":"https://github.com/Donkie/Spoolman","docsUrl":"https://github.com/Donkie/Spoolman","githubUrl":"https://github.com/Donkie/Spoolman","tagline":"Self-hosted inventory management software.","shortDescription":"Keep track of your inventory of 3D-printer filament spools.","agentSummary":"Spoolman is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted inventory management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/Donkie/Spoolman","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/Donkie/Spoolman"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-inventory-management","name":"Inventory Management","description":"Inventory management software.","sortOrder":249},{"slug":"selfhosted-manufacturing","name":"Manufacturing","description":"Software to manage 3D printers, CNC machines and other physical manufacturing tools.","sortOrder":252}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Donkie/Spoolman"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Donkie/Spoolman"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Donkie/Spoolman"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Donkie/Spoolman"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Donkie/Spoolman"}]},{"slug":"sqlpage","name":"SQLPage","url":"https://canagentsuse.com/tools/sqlpage","websiteUrl":"https://sql-page.com","docsUrl":"https://github.com/sqlpage/SQLPage","githubUrl":"https://github.com/sqlpage/SQLPage","tagline":"Self-hosted software development - low code software.","shortDescription":"SQL-only dynamic website builder.","agentSummary":"SQLPage is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - low code workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted analytics workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/robiningelbrecht/statistics-for-strava","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/robiningelbrecht/statistics-for-strava"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-analytics","name":"Analytics","description":"Analytics is the systematic computational analysis of data or statistics. It is used for the discovery, interpretation, and communication of meaningful patterns in data.","sortOrder":201},{"slug":"selfhosted-health-and-fitness","name":"Health and Fitness","description":"Medical, Health and Fitness software.","sortOrder":245}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/robiningelbrecht/statistics-for-strava"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/robiningelbrecht/statistics-for-strava"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/robiningelbrecht/statistics-for-strava"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/robiningelbrecht/statistics-for-strava"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/robiningelbrecht/statistics-for-strava"}]},{"slug":"stirling-pdf","name":"Stirling-PDF","url":"https://canagentsuse.com/tools/stirling-pdf","websiteUrl":"https://github.com/Stirling-Tools/Stirling-PDF","docsUrl":"https://github.com/Stirling-Tools/Stirling-PDF","githubUrl":"https://github.com/Stirling-Tools/Stirling-PDF","tagline":"Self-hosted document management software.","shortDescription":"Local hosted web application that allows you to perform various operations on PDF files, such as merging, splitting, file conversions and OCR.","agentSummary":"Stirling-PDF is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted document management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Java. Source code: https://github.com/Stirling-Tools/Stirling-PDF","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Java. Source code: https://github.com/Stirling-Tools/Stirling-PDF"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":656,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-document-management","name":"Document Management","description":"A document management system (DMS) is a system used to receive, track, manage and store documents and reduce paper.","sortOrder":230}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Stirling-Tools/Stirling-PDF"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Stirling-Tools/Stirling-PDF"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Stirling-Tools/Stirling-PDF"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Stirling-Tools/Stirling-PDF"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Stirling-Tools/Stirling-PDF"}]},{"slug":"stoat","name":"Stoat","url":"https://canagentsuse.com/tools/stoat","websiteUrl":"https://stoat.chat/","docsUrl":"https://github.com/stoatchat/self-hosted","githubUrl":"https://github.com/stoatchat/self-hosted","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Stoat is a user-first chat platform built with modern web technologies.","agentSummary":"Stoat is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/stoatchat/self-hosted"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":136,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://stoat.chat/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/stoatchat/self-hosted"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/stoatchat/self-hosted"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/stoatchat/self-hosted"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/stoatchat/self-hosted"}]},{"slug":"stretto","name":"Stretto","url":"https://canagentsuse.com/tools/stretto","websiteUrl":"https://github.com/benkaiser/stretto","docsUrl":"https://github.com/benkaiser/stretto","githubUrl":"https://github.com/benkaiser/stretto","tagline":"Self-hosted media streaming - audio streaming software.","shortDescription":"Music player with Youtube/Soundcloud import and iTunes/Spotify discovery.","agentSummary":"Stretto is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - audio streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted video surveillance workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/eduard256/Strix","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker. Source code: https://github.com/eduard256/Strix"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-video-surveillance","name":"Video Surveillance","description":"Video surveillance, also known as Closed-circuit television (CCTV), is the use of video cameras for surveillance in areas that require additional security or ongoing monitoring.","sortOrder":291}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/eduard256/Strix"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/eduard256/Strix"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/eduard256/Strix"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/eduard256/Strix"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/eduard256/Strix"}]},{"slug":"suitecrm","name":"SuiteCRM","url":"https://canagentsuse.com/tools/suitecrm","websiteUrl":"https://suitecrm.com","docsUrl":"https://github.com/SuiteCRM/SuiteCRM","githubUrl":"https://github.com/SuiteCRM/SuiteCRM","tagline":"Self-hosted customer relationship management (crm) software.","shortDescription":"The award-winning, enterprise-class open source CRM.","agentSummary":"SuiteCRM is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted customer relationship management (crm) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/SuiteCRM/SuiteCRM","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/SuiteCRM/SuiteCRM"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":156,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-customer-relationship-management-crm","name":"Customer Relationship Management (CRM)","description":"Customer relationship management (CRM) is a strategic process that organizations use to manage, analyze, and improve their interactions with customers.","sortOrder":224}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://suitecrm.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/SuiteCRM/SuiteCRM"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/SuiteCRM/SuiteCRM"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/SuiteCRM/SuiteCRM"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/SuiteCRM/SuiteCRM"}]},{"slug":"sunshine","name":"Sunshine","url":"https://canagentsuse.com/tools/sunshine","websiteUrl":"https://app.lizardbyte.dev/Sunshine/","docsUrl":"https://github.com/LizardByte/Sunshine","githubUrl":"https://github.com/LizardByte/Sunshine","tagline":"Self-hosted games - administrative utilities & control panels software.","shortDescription":"Remote game stream host for Moonlight with support up to 120 frames per second and 4K resolution.","agentSummary":"Sunshine is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games - administrative utilities & control panels workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb, Docker. Source code: https://github.com/LizardByte/Sunshine","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/Sylius/Sylius"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":176,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://sylius.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Sylius/Sylius"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Sylius/Sylius"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Sylius/Sylius"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Sylius/Sylius"}]},{"slug":"sympa","name":"Sympa","url":"https://canagentsuse.com/tools/sympa","websiteUrl":"https://www.sympa.community/","docsUrl":"https://github.com/sympa-community/sympa","githubUrl":"https://github.com/sympa-community/sympa","tagline":"Self-hosted communication - email - mailing lists and newsletters software.","shortDescription":"Mailing list manager.","agentSummary":"Sympa is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - email - mailing lists and newsletters workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Perl. Source code: https://github.com/sympa-community/sympa","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Perl. Source code: https://github.com/sympa-community/sympa"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-email-mailing-lists-and-newsletters","name":"Communication - Email - Mailing Lists and Newsletters","description":"Mailing list servers and mass mailing software - one message to many recipients.","sortOrder":213}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.sympa.community/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/sympa-community/sympa"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/sympa-community/sympa"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/sympa-community/sympa"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/sympa-community/sympa"}]},{"slug":"syncthing","name":"Syncthing","url":"https://canagentsuse.com/tools/syncthing","websiteUrl":"https://syncthing.net/","docsUrl":"https://github.com/syncthing/syncthing","githubUrl":"https://github.com/syncthing/syncthing","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"Syncthing is an open source peer-to-peer file synchronisation tool.","agentSummary":"Syncthing is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - video streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb. Source code: https://github.com/wesnoth/wesnoth","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb. Source code: https://github.com/wesnoth/wesnoth"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":164,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/wesnoth/wesnoth"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/wesnoth/wesnoth"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/wesnoth/wesnoth"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/wesnoth/wesnoth"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/wesnoth/wesnoth"}]},{"slug":"thelia","name":"Thelia","url":"https://canagentsuse.com/tools/thelia","websiteUrl":"https://thelia.net/","docsUrl":"https://github.com/thelia/thelia","githubUrl":"https://github.com/thelia/thelia","tagline":"Self-hosted e-commerce software.","shortDescription":"Thelia is an open source and flexible e-commerce solution.","agentSummary":"Thelia is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/thelia/thelia","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/thelia/thelia"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://thelia.net/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/thelia/thelia"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/thelia/thelia"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/thelia/thelia"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/thelia/thelia"}]},{"slug":"thingsboard","name":"Thingsboard","url":"https://canagentsuse.com/tools/thingsboard","websiteUrl":"https://thingsboard.io/","docsUrl":"https://github.com/thingsboard/thingsboard","githubUrl":"https://github.com/thingsboard/thingsboard","tagline":"Self-hosted internet of things (iot) software.","shortDescription":"Open-source IoT Platform - Device management, data collection, processing and visualization.","agentSummary":"Thingsboard is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker, K8S. Source code: https://github.com/thingsboard/thingsboard","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted photo galleries workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/thumbor/thumbor","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, Docker. Source code: https://github.com/thumbor/thumbor"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":189,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-photo-galleries","name":"Photo Galleries","description":"A gallery is software that helps the user publish or share photos, pictures, videos or other digital media.","sortOrder":268}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"http://thumbor.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/thumbor/thumbor"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/thumbor/thumbor"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/thumbor/thumbor"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/thumbor/thumbor"}]},{"slug":"tiddlywiki","name":"TiddlyWiki","url":"https://canagentsuse.com/tools/tiddlywiki","websiteUrl":"https://tiddlywiki.com/","docsUrl":"https://github.com/TiddlyWiki/TiddlyWiki5","githubUrl":"https://github.com/TiddlyWiki/TiddlyWiki5","tagline":"Self-hosted wikis software.","shortDescription":"Reusable non-linear personal web notebook.","agentSummary":"TiddlyWiki is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as BSD-3-Clause; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/TiddlyWiki/TiddlyWiki5","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/TiddlyWiki/TiddlyWiki5"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":177,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-wikis","name":"Wikis","description":"A wiki is a publication collaboratively edited and managed by its own audience directly using a web browser.","sortOrder":294}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tiddlywiki.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TiddlyWiki/TiddlyWiki5"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TiddlyWiki/TiddlyWiki5"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TiddlyWiki/TiddlyWiki5"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TiddlyWiki/TiddlyWiki5"}]},{"slug":"tiledesk","name":"Tiledesk","url":"https://canagentsuse.com/tools/tiledesk","websiteUrl":"https://tiledesk.com","docsUrl":"https://github.com/Tiledesk/tiledesk","githubUrl":"https://github.com/Tiledesk/tiledesk","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"All-in-one customer engagement platform from lead-gen to post-sales, from WhatsApp to your website. With omni-channel live agents and AI-powered chatbots (alternative to Intercom, Zendesk, Tawk.to and Tidio).","agentSummary":"Tiledesk is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/Tiledesk/tiledesk"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":122,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tiledesk.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Tiledesk/tiledesk"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Tiledesk/tiledesk"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Tiledesk/tiledesk"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Tiledesk/tiledesk"}]},{"slug":"timetagger","name":"TimeTagger","url":"https://canagentsuse.com/tools/timetagger","websiteUrl":"https://timetagger.app","docsUrl":"https://github.com/almarklein/timetagger","githubUrl":"https://github.com/almarklein/timetagger","tagline":"Self-hosted time tracking software.","shortDescription":"An open source time-tracker based on an interactive timeline and powerful reporting.","agentSummary":"TimeTagger is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted time tracking workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/almarklein/timetagger","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/almarklein/timetagger"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":131,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-time-tracking","name":"Time Tracking","description":"Time-tracking software is a category of computer software that allows its users to record time spent on tasks or projects.","sortOrder":289}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://timetagger.app"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/almarklein/timetagger"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/almarklein/timetagger"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/almarklein/timetagger"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/almarklein/timetagger"}]},{"slug":"tiny-file-manager","name":"Tiny File Manager","url":"https://canagentsuse.com/tools/tiny-file-manager","websiteUrl":"https://tinyfilemanager.github.io","docsUrl":"https://github.com/prasathmani/tinyfilemanager","githubUrl":"https://github.com/prasathmani/tinyfilemanager","tagline":"Self-hosted file transfer - web-based file managers software.","shortDescription":"Web based File Manager in PHP, simple, fast and small file manager with a single file.","agentSummary":"Tiny File Manager is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer - web-based file managers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/prasathmani/tinyfilemanager","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/prasathmani/tinyfilemanager"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":159,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-web-based-file-managers","name":"File Transfer - Web-based File Managers","description":"Web-based file managers.","sortOrder":238}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tinyfilemanager.github.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/prasathmani/tinyfilemanager"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/prasathmani/tinyfilemanager"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/prasathmani/tinyfilemanager"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/prasathmani/tinyfilemanager"}]},{"slug":"tiny-tiny-rss","name":"Tiny Tiny RSS","url":"https://canagentsuse.com/tools/tiny-tiny-rss","websiteUrl":"https://tt-rss.org","docsUrl":"https://github.com/tt-rss/tt-rss","githubUrl":"https://github.com/tt-rss/tt-rss","tagline":"Self-hosted feed readers software.","shortDescription":"Web-based news feed (RSS/Atom) reader and aggregator.","agentSummary":"Tiny Tiny RSS is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted feed readers workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, PHP. Source code: https://github.com/tt-rss/tt-rss","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/tt-rss/tt-rss"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-feed-readers","name":"Feed Readers","description":"A news aggregator, also termed a feed aggregator, feed reader, news reader, RSS reader, is an application that aggregates web content such as newspapers/blogs/vlogs/podcasts in one location for easy viewing.","sortOrder":233}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tt-rss.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/tt-rss/tt-rss"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/tt-rss/tt-rss"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/tt-rss/tt-rss"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/tt-rss/tt-rss"}]},{"slug":"tinyproxy","name":"Tinyproxy","url":"https://canagentsuse.com/tools/tinyproxy","websiteUrl":"https://tinyproxy.github.io/","docsUrl":"https://github.com/tinyproxy/tinyproxy","githubUrl":"https://github.com/tinyproxy/tinyproxy","tagline":"Self-hosted proxy software.","shortDescription":"Light-weight HTTP/HTTPS proxy daemon.","agentSummary":"Tinyproxy is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted proxy workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C, deb. Source code: https://github.com/tinyproxy/tinyproxy","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - project management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/TokTok/c-toxcore","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: C. Source code: https://github.com/TokTok/c-toxcore"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tox.chat/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TokTok/c-toxcore"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TokTok/c-toxcore"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TokTok/c-toxcore"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TokTok/c-toxcore"}]},{"slug":"tracim","name":"Tracim","url":"https://canagentsuse.com/tools/tracim","websiteUrl":"https://github.com/tracim/tracim","docsUrl":"https://github.com/tracim/tracim","githubUrl":"https://github.com/tracim/tracim","tagline":"Self-hosted groupware software.","shortDescription":"Collaborative Platform for team collaboration: file,threads,notes,agenda,etc.","agentSummary":"Tracim is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted groupware workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0, LGPL-3.0, MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/tracim/tracim","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/tracim/tracim"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-groupware","name":"Groupware","description":"Collaborative software or groupware is designed to help people working on a common task to attain their goals. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted task management & to-do lists workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/TracksApp/tracks","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Ruby. Source code: https://github.com/TracksApp/tracks"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-task-management-and-to-do-lists","name":"Task Management & To-do Lists","description":"Task management software.","sortOrder":287}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.getontracks.org/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TracksApp/tracks"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TracksApp/tracks"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TracksApp/tracks"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TracksApp/tracks"}]},{"slug":"traduora","name":"Traduora","url":"https://canagentsuse.com/tools/traduora","websiteUrl":"https://traduora.co","docsUrl":"https://github.com/ever-co/ever-traduora","githubUrl":"https://github.com/ever-co/ever-traduora","tagline":"Self-hosted software development - localization software.","shortDescription":"Translation management platform for teams.","agentSummary":"Traduora is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted software development - localization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, K8S, Nodejs. Source code: https://github.com/ever-co/ever-traduora","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/ever-co/ever-traduora"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":134,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-software-development-localization","name":"Software Development - Localization","description":"Localization is the process of adapting code and software to other languages.","sortOrder":281}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://traduora.co"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ever-co/ever-traduora"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ever-co/ever-traduora"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ever-co/ever-traduora"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ever-co/ever-traduora"}]},{"slug":"triliumnext-notes","name":"TriliumNext Notes","url":"https://canagentsuse.com/tools/triliumnext-notes","websiteUrl":"https://github.com/TriliumNext/Trilium","docsUrl":"https://github.com/TriliumNext/Trilium","githubUrl":"https://github.com/TriliumNext/Trilium","tagline":"Self-hosted note-taking & editors software.","shortDescription":"Cross-platform hierarchical note taking application with focus on building large personal knowledge bases (fork of Trilium Notes).","agentSummary":"TriliumNext Notes is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted note-taking & editors workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, K8S. Source code: https://github.com/TriliumNext/Trilium","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/TriliumNext/Trilium"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":362,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-note-taking-and-editors","name":"Note-taking & Editors","description":"Note taking editors.","sortOrder":263}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/TriliumNext/Trilium"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/TriliumNext/Trilium"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/TriliumNext/Trilium"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/TriliumNext/Trilium"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/TriliumNext/Trilium"}]},{"slug":"trip","name":"TRIP","url":"https://canagentsuse.com/tools/trip","websiteUrl":"https://itskovacs-trip.netlify.app/","docsUrl":"https://github.com/itskovacs/trip","githubUrl":"https://github.com/itskovacs/trip","tagline":"Self-hosted maps and global positioning system (gps) software.","shortDescription":"Minimalist POI Map tracker and Trip planner.","agentSummary":"TRIP is self-hostable software from the Awesome Selfhosted data index. 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Source code: https://github.com/itskovacs/trip"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-maps-and-global-positioning-system-gps","name":"Maps and Global Positioning System (GPS)","description":"Maps, cartography, GIS and GPS software.","sortOrder":253}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://itskovacs-trip.netlify.app/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/itskovacs/trip"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/itskovacs/trip"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/itskovacs/trip"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/itskovacs/trip"}]},{"slug":"tube-archivist","name":"Tube Archivist","url":"https://canagentsuse.com/tools/tube-archivist","websiteUrl":"https://tubearchivist.com/","docsUrl":"https://github.com/tubearchivist/tubearchivist","githubUrl":"https://github.com/tubearchivist/tubearchivist","tagline":"Self-hosted media streaming - video streaming software.","shortDescription":"Organize, search, and enjoy your YouTube collection. Subscribe, download, and track viewed content with metadata indexing and a user-friendly interface.","agentSummary":"Tube Archivist is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media streaming - video streaming workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/tubearchivist/tubearchivist"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":173,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-streaming-video-streaming","name":"Media Streaming - Video Streaming","description":"Video streaming tools and software.","sortOrder":257},{"slug":"selfhosted-archiving-and-digital-preservation-dp","name":"Archiving and Digital Preservation (DP)","description":"Digital archiving and preservation software.","sortOrder":202}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://tubearchivist.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/tubearchivist/tubearchivist"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/tubearchivist/tubearchivist"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/tubearchivist/tubearchivist"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/tubearchivist/tubearchivist"}]},{"slug":"twenty","name":"Twenty","url":"https://canagentsuse.com/tools/twenty","websiteUrl":"https://twenty.com","docsUrl":"https://github.com/twentyhq/twenty","githubUrl":"https://github.com/twentyhq/twenty","tagline":"Self-hosted customer relationship management (crm) software.","shortDescription":"A modern CRM offering the flexibility of open source, advanced features, and a sleek design.","agentSummary":"Twenty is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted customer relationship management (crm) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/twentyhq/twenty","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/twentyhq/twenty"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":448,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-customer-relationship-management-crm","name":"Customer Relationship Management (CRM)","description":"Customer relationship management (CRM) is a strategic process that organizations use to manage, analyze, and improve their interactions with customers.","sortOrder":224}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://twenty.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/twentyhq/twenty"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/twentyhq/twenty"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/twentyhq/twenty"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/twentyhq/twenty"}]},{"slug":"typebot","name":"Typebot","url":"https://canagentsuse.com/tools/typebot","websiteUrl":"https://typebot.io","docsUrl":"https://github.com/baptisteArno/typebot.io","githubUrl":"https://github.com/baptisteArno/typebot.io","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Conversational app builder (alternative to Typeform and Landbot).","agentSummary":"Typebot is self-hostable software from the Awesome Selfhosted data index. 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Source code: https://github.com/umbraco/Umbraco-CMS"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":154,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://umbraco.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/umbraco/Umbraco-CMS"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/umbraco/Umbraco-CMS"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/umbraco/Umbraco-CMS"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/umbraco/Umbraco-CMS"}]},{"slug":"unison","name":"Unison","url":"https://canagentsuse.com/tools/unison","websiteUrl":"https://www.cis.upenn.edu/~bcpierce/unison/","docsUrl":"https://github.com/bcpierce00/unison","githubUrl":"https://github.com/bcpierce00/unison","tagline":"Self-hosted file transfer & synchronization software.","shortDescription":"Unison is a file-synchronization tool for OSX, Unix, and Windows.","agentSummary":"Unison is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted file transfer & synchronization workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: deb, OCaml. Source code: https://github.com/bcpierce00/unison","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/bcpierce00/unison"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":155,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-file-transfer-and-synchronization","name":"File Transfer & Synchronization","description":"File transfer, sharing and synchronization software software.","sortOrder":239}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.cis.upenn.edu/~bcpierce/unison/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/bcpierce00/unison"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/bcpierce00/unison"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/bcpierce00/unison"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/bcpierce00/unison"}]},{"slug":"untrusted","name":"untrusted","url":"https://canagentsuse.com/tools/untrusted","websiteUrl":"https://github.com/AlexNisnevich/untrusted","docsUrl":"https://github.com/AlexNisnevich/untrusted","githubUrl":"https://github.com/AlexNisnevich/untrusted","tagline":"Self-hosted games software.","shortDescription":"Unique puzzle game designed for geeks and developers, where you solve the puzzles in the game by reading and writing Javascript.","agentSummary":"untrusted is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted games workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as CC-BY-NC-SA-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/AlexNisnevich/untrusted","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/AlexNisnevich/untrusted"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":151,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-games","name":"Games","description":"Multiplayer game servers and browser games.","sortOrder":241}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/AlexNisnevich/untrusted"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/AlexNisnevich/untrusted"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/AlexNisnevich/untrusted"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/AlexNisnevich/untrusted"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/AlexNisnevich/untrusted"}]},{"slug":"upsnap","name":"Upsnap","url":"https://canagentsuse.com/tools/upsnap","websiteUrl":"https://github.com/seriousm4x/UpSnap","docsUrl":"https://github.com/seriousm4x/UpSnap","githubUrl":"https://github.com/seriousm4x/UpSnap","tagline":"Self-hosted network utilities software.","shortDescription":"A simple Wake on LAN (WOL) dashboard app. Wake up devices on your network and see current status.","agentSummary":"Upsnap is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/usertour/usertour/"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":133,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.usertour.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/usertour/usertour/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/usertour/usertour/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/usertour/usertour/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/usertour/usertour/"}]},{"slug":"vane","name":"Vane","url":"https://canagentsuse.com/tools/vane","websiteUrl":"https://github.com/ItzCrazyKns/Vane","docsUrl":"https://github.com/ItzCrazyKns/Vane","githubUrl":"https://github.com/ItzCrazyKns/Vane","tagline":"Self-hosted generative artificial intelligence (genai) software.","shortDescription":"AI-powered search engine (alternative to Perplexity AI).","agentSummary":"Vane is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted generative artificial intelligence (genai) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/ItzCrazyKns/Vane","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/ItzCrazyKns/Vane"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":354,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-generative-artificial-intelligence-genai","name":"Generative Artificial Intelligence (GenAI)","description":"Generative Artificial Intelligence (GenAI) is a subset of artificial intelligence that uses generative models to produce text, images, videos, or other forms of data.","sortOrder":243}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/ItzCrazyKns/Vane"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ItzCrazyKns/Vane"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ItzCrazyKns/Vane"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ItzCrazyKns/Vane"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ItzCrazyKns/Vane"}]},{"slug":"veloren","name":"Veloren","url":"https://canagentsuse.com/tools/veloren","websiteUrl":"https://veloren.net/","docsUrl":"https://gitlab.com/veloren/veloren","githubUrl":null,"tagline":"Self-hosted games software.","shortDescription":"Multiplayer RPG. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/l4rm4nd/VoucherVault","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/wagtail/wagtail"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":255,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://wagtail.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/wagtail/wagtail"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/wagtail/wagtail"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/wagtail/wagtail"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/wagtail/wagtail"}]},{"slug":"wallabag","name":"Wallabag","url":"https://canagentsuse.com/tools/wallabag","websiteUrl":"https://www.wallabag.org","docsUrl":"https://github.com/wallabag/wallabag","githubUrl":"https://github.com/wallabag/wallabag","tagline":"Self-hosted archiving and digital preservation (dp) software.","shortDescription":"Wallabag, formerly Poche, is a web application allowing you to save articles to read them later with improved readability.","agentSummary":"Wallabag is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted archiving and digital preservation (dp) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/wallabag/wallabag","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted money, budgeting & management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted pastebins workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker. Source code: https://github.com/matze/wastebin","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Rust, Docker. Source code: https://github.com/matze/wastebin"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":125,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-pastebins","name":"Pastebins","description":"A pastebin is a type of online content-hosting service used for sharing and storing code and text.","sortOrder":266}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/matze/wastebin"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/matze/wastebin"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/matze/wastebin"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/matze/wastebin"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/matze/wastebin"}]},{"slug":"watcharr","name":"Watcharr","url":"https://canagentsuse.com/tools/watcharr","websiteUrl":"https://github.com/sbondCo/Watcharr","docsUrl":"https://github.com/sbondCo/Watcharr","githubUrl":"https://github.com/sbondCo/Watcharr","tagline":"Self-hosted media management software.","shortDescription":"Add and track all the shows and movies you are watching. Comes with user authentication, modern and clean UI and a very simple setup.","agentSummary":"Watcharr is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/sbondCo/Watcharr","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/sbondCo/Watcharr"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":129,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-media-management","name":"Media Management","description":"Digital media management tools and software.","sortOrder":254}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/sbondCo/Watcharr"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/sbondCo/Watcharr"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/sbondCo/Watcharr"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/sbondCo/Watcharr"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/sbondCo/Watcharr"}]},{"slug":"watchyourlan","name":"WatchYourLAN","url":"https://canagentsuse.com/tools/watchyourlan","websiteUrl":"https://github.com/aceberg/WatchYourLAN","docsUrl":"https://github.com/aceberg/WatchYourLAN","githubUrl":"https://github.com/aceberg/WatchYourLAN","tagline":"Self-hosted network utilities software.","shortDescription":"Lightweight network IP scanner with notifications, history, export to Grafana.","agentSummary":"WatchYourLAN is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted network utilities workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go, deb. Source code: https://github.com/aceberg/WatchYourLAN","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/aceberg/WatchYourLAN"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":166,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-network-utilities","name":"Network Utilities","description":"Network utilities are tools and software that help manage, monitor, and troubleshoot computer networks.","sortOrder":262}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/aceberg/WatchYourLAN"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/aceberg/WatchYourLAN"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/aceberg/WatchYourLAN"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/aceberg/WatchYourLAN"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/aceberg/WatchYourLAN"}]},{"slug":"wayback","name":"Wayback","url":"https://canagentsuse.com/tools/wayback","websiteUrl":"https://github.com/wabarc/wayback","docsUrl":"https://github.com/wabarc/wayback","githubUrl":"https://github.com/wabarc/wayback","tagline":"Self-hosted archiving and digital preservation (dp) software.","shortDescription":"A self-hosted toolkit for archiving webpages to the Internet Archive, archive.today, IPFS, and local file systems.","agentSummary":"Wayback is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted archiving and digital preservation (dp) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/wabarc/wayback","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go. Source code: https://github.com/wabarc/wayback"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":134,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-archiving-and-digital-preservation-dp","name":"Archiving and Digital Preservation (DP)","description":"Digital archiving and preservation software.","sortOrder":202}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/wabarc/wayback"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/wabarc/wayback"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/wabarc/wayback"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/wabarc/wayback"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/wabarc/wayback"}]},{"slug":"wbo","name":"WBO","url":"https://canagentsuse.com/tools/wbo","websiteUrl":"https://github.com/lovasoa/whitebophir","docsUrl":"https://github.com/lovasoa/whitebophir","githubUrl":"https://github.com/lovasoa/whitebophir","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Web Whiteboard to collaborate in real-time on schemas, drawings, and notes.","agentSummary":"WBO is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/lovasoa/whitebophir","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/lovasoa/whitebophir"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/lovasoa/whitebophir"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/lovasoa/whitebophir"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/lovasoa/whitebophir"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/lovasoa/whitebophir"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/lovasoa/whitebophir"}]},{"slug":"websurfx","name":"Websurfx","url":"https://canagentsuse.com/tools/websurfx","websiteUrl":"https://github.com/neon-mmd/websurfx","docsUrl":"https://github.com/neon-mmd/websurfx","githubUrl":"https://github.com/neon-mmd/websurfx","tagline":"Self-hosted search engines software.","shortDescription":"Aggregate results from other search engines (metasearch engine) without ads while keeping privacy and security in mind. It is extremely fast and provides a high level of customization (alternative to SearX).","agentSummary":"Websurfx is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted search engines workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/neon-mmd/websurfx"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-search-engines","name":"Search Engines","description":"A search engine) is an information retrieval system designed to help find information stored on a computer system. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted internet of things (iot) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/WebThingsIO/gateway","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/WebThingsIO/gateway"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":137,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-internet-of-things-iot","name":"Internet of Things (IoT)","description":"Internet of Things describes physical objects with sensors, processing ability, software, and other technologies that connect and exchange data with other devices over the Internet.","sortOrder":248}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://webthings.io/gateway/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/WebThingsIO/gateway"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/WebThingsIO/gateway"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/WebThingsIO/gateway"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/WebThingsIO/gateway"}]},{"slug":"weewx","name":"WeeWX","url":"https://canagentsuse.com/tools/weewx","websiteUrl":"https://weewx.com/","docsUrl":"https://github.com/weewx/weewx","githubUrl":"https://github.com/weewx/weewx","tagline":"Self-hosted miscellaneous software.","shortDescription":"Open source software for your weather station.","agentSummary":"WeeWX is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/weewx/weewx","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python, deb. Source code: https://github.com/weewx/weewx"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://weewx.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/weewx/weewx"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/weewx/weewx"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/weewx/weewx"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/weewx/weewx"}]},{"slug":"wekan","name":"Wekan","url":"https://canagentsuse.com/tools/wekan","websiteUrl":"https://wekan.github.io/","docsUrl":"https://github.com/wekan/wekan","githubUrl":"https://github.com/wekan/wekan","tagline":"Self-hosted task management & to-do lists software.","shortDescription":"Open-source Trello-like kanban.","agentSummary":"Wekan is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted task management & to-do lists workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/wekan/wekan","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs. Source code: https://github.com/wekan/wekan"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":259,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-task-management-and-to-do-lists","name":"Task Management & To-do Lists","description":"Task management software.","sortOrder":287}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://wekan.github.io/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/wekan/wekan"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/wekan/wekan"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/wekan/wekan"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/wekan/wekan"}]},{"slug":"wiki-js","name":"Wiki.js","url":"https://canagentsuse.com/tools/wiki-js","websiteUrl":"https://js.wiki/","docsUrl":"https://github.com/Requarks/wiki","githubUrl":"https://github.com/Requarks/wiki","tagline":"Self-hosted wikis software.","shortDescription":"Modern, lightweight and powerful wiki app using Git and Markdown.","agentSummary":"Wiki.js is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker, K8S. Source code: https://github.com/Requarks/wiki","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted health and fitness workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted content management systems (cms) workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/WonderCMS/wondercms","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP. Source code: https://github.com/WonderCMS/wondercms"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":124,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-content-management-systems-cms","name":"Content Management Systems (CMS)","description":"Content Management Systems offer a practical way to setup a website with many features, using third party plugins, themes and functionality that are easy to add and customize.","sortOrder":223}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.wondercms.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/WonderCMS/wondercms"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/WonderCMS/wondercms"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/WonderCMS/wondercms"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/WonderCMS/wondercms"}]},{"slug":"woocommerce","name":"WooCommerce","url":"https://canagentsuse.com/tools/woocommerce","websiteUrl":"https://woocommerce.com/","docsUrl":"https://github.com/woocommerce/woocommerce","githubUrl":"https://github.com/woocommerce/woocommerce","tagline":"Self-hosted e-commerce software.","shortDescription":"WordPress based e-commerce solution.","agentSummary":"WooCommerce is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted e-commerce workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/woocommerce/woocommerce"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":188,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-e-commerce","name":"E-commerce","description":"E-commerce software.","sortOrder":231}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://woocommerce.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/woocommerce/woocommerce"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/woocommerce/woocommerce"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/woocommerce/woocommerce"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/woocommerce/woocommerce"}]},{"slug":"wordpress","name":"WordPress","url":"https://canagentsuse.com/tools/wordpress","websiteUrl":"https://wordpress.org/","docsUrl":"https://github.com/WordPress/WordPress","githubUrl":"https://github.com/WordPress/WordPress","tagline":"Self-hosted content management systems (cms) software.","shortDescription":"World's most-used blogging and CMS engine.","agentSummary":"WordPress is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Source code: https://github.com/josephernest/writing"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":127,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-note-taking-and-editors","name":"Note-taking & Editors","description":"Note taking editors.","sortOrder":263}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://josephernest.github.io/writing/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/josephernest/writing"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/josephernest/writing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/josephernest/writing"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/josephernest/writing"}]},{"slug":"wygiwyh","name":"WYGIWYH","url":"https://canagentsuse.com/tools/wygiwyh","websiteUrl":"https://github.com/eitchtee/WYGIWYH","docsUrl":"https://github.com/eitchtee/WYGIWYH","githubUrl":"https://github.com/eitchtee/WYGIWYH","tagline":"Self-hosted money, budgeting & management software.","shortDescription":"Simple and powerful finance tracker.","agentSummary":"WYGIWYH is self-hostable software from the Awesome Selfhosted data index. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted wikis workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as LGPL-2.1; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker, deb. Source code: https://github.com/xwiki/xwiki-platform","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Java, Docker, deb. Source code: https://github.com/xwiki/xwiki-platform"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":128,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-wikis","name":"Wikis","description":"A wiki is a publication collaboratively edited and managed by its own audience directly using a web browser.","sortOrder":294}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.xwiki.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/xwiki/xwiki-platform"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/xwiki/xwiki-platform"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/xwiki/xwiki-platform"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/xwiki/xwiki-platform"}]},{"slug":"yamtrack","name":"Yamtrack","url":"https://canagentsuse.com/tools/yamtrack","websiteUrl":"https://github.com/FuzzyGrim/Yamtrack","docsUrl":"https://github.com/FuzzyGrim/Yamtrack","githubUrl":"https://github.com/FuzzyGrim/Yamtrack","tagline":"Self-hosted miscellaneous software.","shortDescription":"Media tracker for movies, tv shows, anime, manga, video games and books.","agentSummary":"Yamtrack is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted miscellaneous workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/FuzzyGrim/Yamtrack","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Python. Source code: https://github.com/FuzzyGrim/Yamtrack"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":138,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-miscellaneous","name":"Miscellaneous","description":"Software that does not fit in another section.","sortOrder":259}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/FuzzyGrim/Yamtrack"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/FuzzyGrim/Yamtrack"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/FuzzyGrim/Yamtrack"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/FuzzyGrim/Yamtrack"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/FuzzyGrim/Yamtrack"}]},{"slug":"your-spotify","name":"Your Spotify","url":"https://canagentsuse.com/tools/your-spotify","websiteUrl":"https://github.com/Yooooomi/your_spotify","docsUrl":"https://github.com/Yooooomi/your_spotify","githubUrl":"https://github.com/Yooooomi/your_spotify","tagline":"Self-hosted personal dashboards software.","shortDescription":"Allows you to record your Spotify listening activity and have statistics about them served through a Web application.","agentSummary":"Your Spotify is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted personal dashboards workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MIT; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/Yooooomi/your_spotify","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Nodejs, Docker. Source code: https://github.com/Yooooomi/your_spotify"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":149,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-personal-dashboards","name":"Personal Dashboards","description":"Dashboards for accessing information and applications.","sortOrder":267}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"deploy-internal-tool","name":"Deploy internal tools","description":"Run internal apps, dashboards, workflows, and operational systems."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://github.com/Yooooomi/your_spotify"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/Yooooomi/your_spotify"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/Yooooomi/your_spotify"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/Yooooomi/your_spotify"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/Yooooomi/your_spotify"}]},{"slug":"yt-dlp-web-ui","name":"yt-dlp Web UI","url":"https://canagentsuse.com/tools/yt-dlp-web-ui","websiteUrl":"https://github.com/marcopiovanello/yt-dlp-web-ui","docsUrl":"https://github.com/marcopiovanello/yt-dlp-web-ui","githubUrl":"https://github.com/marcopiovanello/yt-dlp-web-ui","tagline":"Self-hosted media management software.","shortDescription":"Web GUI for yt-dlp.","agentSummary":"yt-dlp Web UI is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted media management workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as MPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker, Go, Nodejs. Source code: https://github.com/marcopiovanello/yt-dlp-web-ui","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted ticketing workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. 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Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as AGPL-3.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Docker. Source code: https://github.com/0pandadev/ziit","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/0pandadev/ziit"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":121,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-time-tracking","name":"Time Tracking","description":"Time-tracking software is a category of computer software that allows its users to record time spent on tasks or projects.","sortOrder":289}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://ziit.app"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/0pandadev/ziit"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/0pandadev/ziit"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/0pandadev/ziit"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/0pandadev/ziit"}]},{"slug":"zim","name":"Zim","url":"https://canagentsuse.com/tools/zim","websiteUrl":"https://zim-wiki.org/","docsUrl":"https://github.com/zim-desktop-wiki/zim-desktop-wiki","githubUrl":"https://github.com/zim-desktop-wiki/zim-desktop-wiki","tagline":"Self-hosted wikis software.","shortDescription":"Graphical text editor used to maintain a collection of wiki pages. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted search engines workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. Source code: https://github.com/zincsearch/zincsearch","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Go, Docker, K8S. Source code: https://github.com/zincsearch/zincsearch"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":238,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-search-engines","name":"Search Engines","description":"A search engine) is an information retrieval system designed to help find information stored on a computer system. 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Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - irc workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: C++, deb. Source code: https://github.com/znc/znc","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/znc/znc"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":134,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-irc","name":"Communication - IRC","description":"IRC communication software.","sortOrder":215}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://wiki.znc.in/ZNC"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/znc/znc"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/znc/znc"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/znc/znc"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/znc/znc"}]},{"slug":"zoneminder","name":"Zoneminder","url":"https://canagentsuse.com/tools/zoneminder","websiteUrl":"https://www.zoneminder.com/","docsUrl":"https://github.com/ZoneMinder/ZoneMinder","githubUrl":"https://github.com/ZoneMinder/ZoneMinder","tagline":"Self-hosted video surveillance software.","shortDescription":"Closed-circuit television (CCTV) software application which supports IP, USB and Analog cameras.","agentSummary":"Zoneminder is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted video surveillance workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as GPL-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: PHP, deb. Source code: https://github.com/ZoneMinder/ZoneMinder","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. 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Source code: https://github.com/ZoneMinder/ZoneMinder"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":159,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-video-surveillance","name":"Video Surveillance","description":"Video surveillance, also known as Closed-circuit television (CCTV), is the use of video cameras for surveillance in areas that require additional security or ongoing monitoring.","sortOrder":291}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://www.zoneminder.com/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/ZoneMinder/ZoneMinder"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/ZoneMinder/ZoneMinder"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/ZoneMinder/ZoneMinder"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/ZoneMinder/ZoneMinder"}]},{"slug":"zulip","name":"Zulip","url":"https://canagentsuse.com/tools/zulip","websiteUrl":"https://zulip.org","docsUrl":"https://github.com/zulip/zulip","githubUrl":"https://github.com/zulip/zulip","tagline":"Self-hosted communication - custom communication systems software.","shortDescription":"Zulip is a powerful, open source group chat application.","agentSummary":"Zulip is self-hostable software from the Awesome Selfhosted data index. Agents can inspect the source, deploy it in a controlled environment, and operate the browser UI; API or CLI support should be verified in project docs.","bestFor":"Self-hosted communication - custom communication systems workflows, internal tools, and controlled deployment experiments.","cautionNotes":"Key limitations: generated from community metadata, not a full security review. Verify maintenance activity, license, deployment docs, auth model, backup and restore path, update process, API or CLI support, and data exposure before production agent automation. Browser automation can be brittle around UI changes, MFA, captchas, policy prompts, and hidden confirmation states. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Self-hosted/open-source licensing listed as Apache-2.0; infrastructure costs vary by deployment.","authModel":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/zulip/zulip","accountCreation":"No vendor signup is required for self-hosted use, but deployment and admin setup are required.","browserSupport":"Browser UI can be operated after deployment; exact flows depend on the app configuration.","cliPackage":null,"apiBaseUrl":null,"mcpServer":null,"agentScore":52,"agentTier":"Browser-assisted","scoreBreakdown":{"score":52,"tier":"Browser-assisted","summary":"Browser-assisted: 52/100. Strongest in agent safety; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":4,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No API evidence listed."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted web app can be operated through a browser once deployed."}]},{"key":"safety","label":"Agent safety","weight":25,"score":19.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"Self-hosted deployment supports local, staging, or disposable test environments before production use."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"key":"readability","label":"Agent readability","weight":20,"score":15,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":4,"maxScore":8,"supportLevel":"partial","evidence":"Project website or source repository is listed for documentation and deployment review."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":3.5,"maxScore":7,"supportLevel":"partial","evidence":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Auth and permissions depend on the deployed app configuration; platform metadata: Python. Source code: https://github.com/zulip/zulip"},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":2.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."}]}]},"launchScore":288,"isFeatured":false,"categories":[{"slug":"self-hosted","name":"Self-hosted","description":"Software that can run on user-controlled infrastructure.","sortOrder":200},{"slug":"selfhosted-communication-custom-communication-systems","name":"Communication - Custom Communication Systems","description":"Communication software used to provide remote access to systems and exchange files and messages in text, audio and/or video formats between different computers or users, using their own custom protocols.","sortOrder":209}],"useCases":[{"slug":"self-host-tool","name":"Self-host a tool","description":"Deploy and operate a tool on user-controlled infrastructure."},{"slug":"inspect-open-source","name":"Inspect open source","description":"Review source code, releases, licenses, and deployment paths before agent use."}],"capabilities":[{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Self-hosted web app can be operated through a browser once deployed.","evidenceUrl":"https://zulip.org"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"partial","detail":"No vendor signup is required for self-hosted use, but deployment, admin setup, and local auth configuration are usually required.","evidenceUrl":"https://github.com/zulip/zulip"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Self-hosted/open-source licensing makes software cost inspectable; infrastructure cost depends on deployment.","evidenceUrl":"https://github.com/zulip/zulip"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"partial","detail":"Project website or source repository is listed for documentation and deployment review.","evidenceUrl":"https://github.com/zulip/zulip"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"Self-hosted deployment supports local, staging, or disposable test environments before production use.","evidenceUrl":"https://github.com/zulip/zulip"}]},{"slug":"x-api","name":"X API","url":"https://canagentsuse.com/tools/x-api","websiteUrl":"https://developer.x.com","docsUrl":"https://docs.x.com","githubUrl":null,"tagline":"Programmatic posts, users, trends, DMs, media, and social data.","shortDescription":"X API provides paid access to posts, users, search, media upload, DMs, spaces, lists, and trends.","agentSummary":"Agents can publish and read social data, but pricing, access levels, and policy compliance make it less automatic.","bestFor":"Social publishing, monitoring public conversations, and account workflow automation.","cautionNotes":"Key limitations: Posting, DMs, compliance, and changing API access tiers require human review. Posting, moderation, DMs, paid campaigns, platform policy, brand voice, and account reputation should stay human-reviewed for public or customer-facing actions. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Account setup or elevated access may require vendor, admin, or compliance approval before an agent can operate independently.","pricingSummary":"Public pay-per-use and enterprise API plans; access differs by endpoint.","authModel":"OAuth 1.0a, OAuth 2.0, bearer tokens, app/user permissions.","accountCreation":"Developer account setup and paid access are required for many workflows.","browserSupport":"Developer portal and product UI are important for app setup and review.","cliPackage":null,"apiBaseUrl":"https://api.x.com/2","mcpServer":null,"agentScore":51,"agentTier":"Usable with gaps","scoreBreakdown":{"score":51,"tier":"Usable with gaps","summary":"Usable with gaps: 51/100. 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