{"tool":{"slug":"aws","name":"AWS","url":"https://www.canagentsuse.com/tools/aws","websiteUrl":"https://aws.amazon.com","docsUrl":"https://docs.aws.amazon.com","githubUrl":"https://github.com/aws","tagline":"Cloud APIs, CLI, SDKs, IAM, and infrastructure services.","shortDescription":"AWS has extremely broad APIs, SDKs, CLI, IAM, CloudFormation, CloudTrail, and service-specific docs.","agentSummary":"Powerful for agents that can operate within least-privilege IAM and infrastructure-as-code guardrails.","bestFor":"Cloud provisioning, compute, storage, queues, AI services, logs, and enterprise infrastructure.","cautionNotes":"Key limitations: High blast 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; complex at scale."},{"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 account creation with billing and identity verification."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"IAM users/roles, STS, SSO, policies, permission boundaries, and access 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":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":900,"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":"AWS CLI supports scriptable access to AWS services.","evidenceUrl":"https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-welcome.html"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"AWS services expose APIs and SDKs with service-specific references.","evidenceUrl":"https://docs.aws.amazon.com/"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"strong","detail":"AWS provides managed and open-source MCP servers for AWS docs, APIs, infrastructure, databases, observability, and service-specific workflows.","evidenceUrl":"https://awslabs.github.io/mcp/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Console is broad and useful but risky for unsupervised agents.","evidenceUrl":"https://aws.amazon.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve account creation with billing and identity verification.","evidenceUrl":"https://aws.amazon.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public service pricing calculators and per-service rates; 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"}]}}