{"id":"lreimer-gcp-mcp-server","name":"gcp-mcp-server","af_score":47.2,"security_score":40.0,"reliability_score":22.5,"what_it_does":"Provides an MCP server that exposes a subset of Google Cloud read-only data via MCP tools: listing and describing Projects, GKE/Container clusters, and Cloud Run services. Supports both stdio and SSE transport, implemented in Go with Cobra.","best_when":"You want an MCP tool layer for lightweight Google Cloud discovery (list/describe) and you can authenticate to Google via service account credentials referenced by environment variables.","avoid_when":"You need robust, documented guarantees on MCP tool error formats, idempotency, pagination, and retry behavior, or you require strict production security posture for public deployments.","last_evaluated":"2026-04-04T19:42:02.951937+00:00","has_mcp":true,"has_api":false,"auth_methods":["Google Cloud service account credentials (via GOOGLE_APPLICATION_CREDENTIALS) for accessing GCP APIs"],"has_free_tier":false,"known_gotchas":["Only a limited set of services/operations are listed (Projects, Container/Clusters, Cloud Run/Services). Agents may expect more coverage.","Production deployment example uses --allow-unauthenticated; if mirrored, tools could be exposed publicly without additional MCP-level access control.","README does not document MCP tool schemas, pagination behavior, or retry/error conventions."],"error_quality":0.0}