{"id":"kubeoperator-kubepi-server","name":"kubepi-server","homepage":"https://hub.docker.com/r/kubeoperator/kubepi-server","repo_url":"https://hub.docker.com/r/kubeoperator/kubepi-server","category":"infrastructure","subcategories":[],"tags":["kubernetes","api","server","monitoring"],"what_it_does":"kubepi-server appears to be a server component for the kubepi project (likely exposing Kubernetes cluster information via an HTTP interface). Without repository README/manifest contents provided here, the evaluation is necessarily conservative and focuses on interface/auth/security/reliability that cannot be verified from the supplied data.","use_cases":["Exposing Kubernetes cluster metrics/state to an internal UI or API clients","Providing a simple endpoint for dashboards or automation to read cluster information","Building a thin integration layer on top of Kubernetes APIs"],"not_for":["A production-grade external public API without additional network/auth hardening","Handling sensitive data workflows that require strict compliance guarantees (unless documentation confirms it)","High-scale workloads where well-defined rate limiting and SLAs are required (not verifiable here)"],"best_when":null,"avoid_when":null,"alternatives":["Kubernetes Metrics Server + Prometheus/Grafana","Kubernetes dashboards/APIs with RBAC","Custom services using the Kubernetes API directly with a published OpenAPI spec","kubectl + GitOps tools for operational visibility"],"af_score":20.8,"security_score":38.0,"reliability_score":23.8,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:55:43.048483+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"Authentication methods, if any, are not provided in the supplied information; kubepi-server likely relies on Kubernetes credentials/RBAC, but this cannot be confirmed here."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Assumed self-hosted open-source component; pricing not verifiable from supplied data."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":20.8,"security_score":38.0,"reliability_score":23.8,"mcp_server_quality":0.0,"documentation_accuracy":20.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":40.0,"scope_granularity":20.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"Security characteristics (TLS enforcement, authentication/authorization, secret handling, dependency hygiene) are not verifiable from the provided content. For any Kubernetes-facing server, ensure network controls, TLS, and RBAC are correctly configured; otherwise the service may expose cluster data.","uptime_documented":0.0,"version_stability":35.0,"breaking_changes_history":30.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No interface contracts (OpenAPI/GraphQL/SDK) were provided in the supplied information, so agents may need manual trial-and-error to integrate safely."]}}