Maps a codebase, docs, PDFs, and media into a queryable knowledge graph so AI coding assistants trace and cite paths instead of grepping through files.
- Access
- CLIMCP
- Auth
- None
- Skills
- 5
Skills
Build Knowledge Graph
Parses roughly 40 languages locally with tree-sitter AST to build a graph of calls, imports, and inheritance edges, with no LLM.
Query Graph Naturally
Answers plain-language questions by returning a scoped subgraph from the built graph.json without re-reading any source files.
Trace Node Paths
Traces the shortest path between two concepts and explains one node connections, tagging each edge EXTRACTED or INFERRED.
Detect Graph Communities
Splits the graph into subsystems with Leiden community detection and surfaces god nodes, the most-connected concepts in a project.
Serve Graph Over MCP
Exposes query_graph, get_node, get_neighbors, and shortest_path to assistants over MCP stdio or Streamable HTTP transport.
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