{"id":"ferencleicht-kubernetes-mcp-server","name":"kubernetes-mcp-server","af_score":35.2,"security_score":42.0,"reliability_score":26.2,"what_it_does":"kubernetes-mcp-server is a Go-based MCP server intended to expose Kubernetes-related capabilities to agents via the Model Context Protocol (MCP). Based on the repository name/metadata alone, the exact tools, schemas, and behavior cannot be verified from the provided data.","best_when":null,"avoid_when":null,"last_evaluated":"2026-04-04T21:22:04.934755+00:00","has_mcp":true,"has_api":false,"auth_methods":["Kubernetes authentication (likely via kubeconfig/service account/cluster credentials)"],"has_free_tier":false,"known_gotchas":["Kubernetes operations are sensitive to RBAC; agents may receive authorization errors that must be handled explicitly.","Tool coverage/parameter schemas may be incomplete; agents may hallucinate Kubernetes actions if the MCP server does not strictly validate inputs.","Cluster state is dynamic; repeated calls may yield different results, so agents should be careful with retries for non-idempotent actions."],"error_quality":0.0}