AnyTool is a framework that enables AI agents to interact with tools reliably and efficiently. It addresses context overload by using progressive multi-stage filtering for fast tool retrieval, maintains constant performance through smart caching and selective re-indexing, and integrates with the Model Context Protocol (MCP) for extensible tool support. The system aims to solve tool reliability and capability coverage challenges in production agent deployments.