{"id":"codegraphcontext-codegraphcontext","name":"CodeGraphContext","af_score":43.5,"security_score":47.0,"reliability_score":27.5,"what_it_does":"CodeGraphContext provides a Python CLI and an MCP server that index local source code into a graph database (e.g., KùzuDB default, FalkorDB, or Neo4j) and enables querying relationships like call chains, callers/callees, class hierarchies, and other code structure details for AI assistants and developers.","best_when":"You want local, graph-based code understanding (especially for call graphs and code navigation) and you can run/manage a local graph DB backend.","avoid_when":"You cannot safely store local indexing outputs/graph data or you need a fully documented, standardized API contract beyond MCP/CLI.","last_evaluated":"2026-03-30T13:17:36.990238+00:00","has_mcp":true,"has_api":false,"auth_methods":["Local configuration via env vars (e.g., NEO4J_URI/USERNAME/PASSWORD) or database credentials stored in ~/.codegraphcontext/.env"],"has_free_tier":false,"known_gotchas":["The README indicates MCP server usage via CLI commands, but the quality of MCP tool schemas, error messages, and idempotency/retry behavior is not evidenced in the provided README excerpt.","Authentication/connection details appear to depend on local DB credentials; agents may need to ensure env/.env are set correctly before starting the MCP server."],"error_quality":0.0}