QMD Search Skill

Search markdown knowledge bases efficiently using qmd, a local indexing tool that uses BM25 + vector embeddings to return only relevant snippets instead of full files.

Why Use This

• 96% token reduction - Returns relevant snippets instead of reading entire files
• Instant results - Pre-indexed content means fast searches
• Local & private - All indexing and search happens locally
• Hybrid search - BM25 for keyword matching, vector search for semantic similarity

Commands

Search (BM25 keyword matching)

qmd search "your query" --collection <name>

Fast, accurate keyword-based search. Best for specific terms or phrases.