This tool provides a Model Context Protocol (MCP) server designed for fast and accurate knowledge retrieval from a collection of markdown-based documents. It leverages the BM25 algorithm to perform keyword-based searches across structured document domains, making it ideal for creating searchable internal knowledge bases or customer support systems. The server is highly configurable, allowing users to define document sources, optimize search parameters, and seamlessly integrate with AI assistants like Claude Desktop for enhanced contextual responses.