QMD

What it can do

• Index markdown files for search

  Markdown files, notes, and documents → Searchable index database

• Perform full-text search using BM25

  Search query text → Ranked list of matching documents

• Execute semantic vector search

  Natural language query → Semantically similar documents and passages

• Re-rank search results using LLM

  Initial search results and user query → Improved ranking of most relevant results

• Search meeting transcripts

  Meeting transcript files and search terms → Relevant meeting segments and discussions

• Query knowledge base documents

  Documentation files and information requests → Matching knowledge base entries

Why it made the leaderboard

Local CLI search engine layering BM25 full-text, vector semantic search, and LLM re-ranking over your markdown notes, transcripts, and docs — real retrieval quality without sending anything off-device.

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