{"id":"ginnux-k8s-mcp-server","name":"k8s-mcp-server","af_score":39.2,"security_score":45.2,"reliability_score":23.8,"what_it_does":"k8s-mcp-server is an MCP (Model Context Protocol) server that exposes Kubernetes-related capabilities to AI agents via MCP tools, enabling agents to inspect and operate on cluster resources through a standardized interface.","best_when":"You have an MCP-capable agent runtime and want a standardized, tool-based bridge into Kubernetes, with Kubernetes RBAC and operational guardrails in place.","avoid_when":"You cannot restrict permissions (RBAC), or you need strong guarantees about operation idempotency/error recovery that aren’t documented at the tool level.","last_evaluated":"2026-04-04T19:53:41.335267+00:00","has_mcp":true,"has_api":false,"auth_methods":["Kubernetes authentication via kubeconfig/service account (exact method unspecified in provided info)","MCP server host authentication (exact method unspecified in provided info)"],"has_free_tier":false,"known_gotchas":["Kubernetes operations often are not naturally idempotent unless explicitly implemented (e.g., delete vs recreate, imperative commands).","Agent tools may expose powerful verbs; without strict RBAC and policy, the agent could attempt destructive actions.","Cluster state can change between tool calls; agents need to re-fetch or use resourceVersion/conditions when applicable.","If tool outputs are large (events/logs), agents may need truncation/filters to avoid context overrun."],"error_quality":0.0}