mcp

I Built a Code-Analysis Tool to Make LLMs Better at Programming. It Didn’t Work. What I Found Instead Was Better.

The post discusses stitchgraph, a code-intelligence engine that initially sought to enhance LLM coding agents with a pre-built static code graph, but fell short in benchmarking. The successful component, runtime behavioral analysis, revealed a 2,350-test suite only exercised 27 independent behaviors, effectively identifying defects in reviewed code.