the entire AI industry is just a very expensive rediscovery of grep
We tested 25 approaches to MCP tool search, including decision models, LLMs, and embeddings. Our benchmark runs 150 search queries against 536 tools.
We settled on weighted BM25 with a few normalization rules. Fast, local, no model or API calls.