Production codebase knowledge graph engine. Parses 9 languages into Neo4j (12 relationship types) with Qdrant vector search and cross-encoder reranking. Two-phase async indexing pipeline. VS Code extension with unified chat panel and live terminal streaming. MCP server with 7 tools. Auto-configures Claude Code, Codex, Cursor, Windsurf, and Aider. AI agents query architecture, trace dependencies, and detect conflicts in 1.2s instead of reading 30 files for 12 minutes. 65% token reduction verified. 100% local-first.
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