I gave an LLM 248 tools and accuracy dropped to 12%. Here's what fixed it.

Graph-based tool retrieval for LLM agents. 248 K8s API tools → 82% accuracy, 79% fewer tokens. Zero dependencies. Works with OpenAPI, MCP, LangChain.