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QMD is a specialized local search engine designed to integrate with Claude Code via MCP, allowing for lightning-fast retrieval of information from local file systems. It combines traditional BM25 keyword search with modern vector-based semantic search and reranking, powered by Ollama, to provide highly relevant context to your AI assistant. This skill is particularly useful for developers managing large internal documentation sets or codebases who need immediate, context-aware answers without leaving their CLI environment.