{"id":"code-graph-rag","name":"Code Graph RAG","af_score":63.0,"security_score":55.0,"reliability_score":null,"what_it_does":"Graph-based RAG system that parses multi-language codebases using Tree-sitter, builds knowledge graphs in Memgraph, and enables natural language queries about code structure and relationships. Supports parsing 11+ languages, AI-powered Cypher query generation, surgical code editing with AST targeting, shell command execution, and real-time graph updates via file watching. Includes an MCP server for Claude Code integration.","best_when":"You have a large multi-language codebase and want AI-powered structural understanding, natural language code search, and graph-based relationship analysis.","avoid_when":"You have a small codebase where grep/IDE search suffices, or you cannot run Docker (required for Memgraph).","last_evaluated":"2026-03-01T09:50:05.415165+00:00"}