{"tool":{"slug":"kubernetes","name":"Kubernetes","url":"https://canagentsuse.com/tools/kubernetes","websiteUrl":"https://kubernetes.io","docsUrl":"https://kubernetes.io/docs","githubUrl":"https://github.com/kubernetes/kubernetes","tagline":"Container orchestration with kubectl, APIs, dry-run, and declarative resources.","shortDescription":"Kubernetes exposes a declarative API, kubectl CLI, dry-run, server-side apply, RBAC, events, and logs.","agentSummary":"Agents can inspect clusters, propose manifests, diff/apply changes, and read logs if RBAC is scoped tightly.","bestFor":"Cluster operations, deployments, rollouts, logs, events, and declarative app infrastructure.","cautionNotes":"Key limitations: Cluster-wide permissions, secrets, deletes, and production rollouts need strict human review. 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; CLI is usually better for agents.","evidenceUrl":"https://kubernetes.io"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Local clusters or managed cloud clusters; no central signup.","evidenceUrl":"https://kubernetes.io"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Open-source; managed cluster pricing depends on cloud provider.","evidenceUrl":"https://github.com/kubernetes/kubernetes"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs are comprehensive and versioned.","evidenceUrl":"https://kubernetes.io/docs/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"dry-run, local clusters, namespaces, and RBAC make staged changes possible.","evidenceUrl":"https://kubernetes.io/docs/reference/using-api/api-concepts/"}]}}