I solved biggest issue for the mainatiners of GitHub
AST-based code graphs with MCP server when Sourcegraph exists.
A high-performance code intelligence engine that transforms Python repositories into queryable symbol-centric knowledge graphs. Features deep impact analysis (blast radius detection) with a professional interactive UI and VS Code deep-linking
Deterministic AST parsing beats embeddings for code graph accuracy.
Engineering teams and Python developers
Sourcegraph · Cursor · Continue
AST-based code graphs with MCP server when Sourcegraph exists.
AST + embeddings for codebase search—but Sourcegraph Cody, Cursor, and Continue already solve this.
SoA tables beat AST trees for cache-friendly parser output iteration.
Pure Python interpreter with C FFI, but performance caps at Python speeds.
Tree-sitter AST compression cuts LLM context tokens 50-70% while preserving API structure.
Tree-sitter AST parsing beats regex for architecture drift detection.