{"id":"entrepeneur4lyf-code-graph-mcp","name":"code-graph-mcp","af_score":64.8,"security_score":23.0,"reliability_score":40.0,"what_it_does":"code-graph-mcp is a Python MCP server that builds and serves a multi-language code graph for code intelligence tasks (navigation/search for symbols, call graphs, dependency graphs, complexity/health metrics) using ast-grep with caching and a file-watcher for incremental updates.","best_when":"You have a local repository (possibly polyglot) and want an MCP-connected agent to navigate and analyze code structure, dependencies, and complexity efficiently.","avoid_when":"You need authenticated multi-tenant remote access, or you cannot grant the MCP process read access to the project files.","last_evaluated":"2026-03-30T13:49:21.032924+00:00","has_mcp":true,"has_api":false,"auth_methods":["None described (local MCP server process)"],"has_free_tier":false,"known_gotchas":["Server may re-analyze on file changes; repeated calls during active edits could trigger incremental indexing and higher latency.","Very large repositories may be expensive (tools labeled as expensive/moderate); agents should prefer the 'Fast' tools first.","ast-grep and caching assumptions may require sufficient CPU/RAM; environment misconfiguration (missing deps) will prevent proper graph building."],"error_quality":0.0}