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🦀 ClawHub

qmd Local Search

by @bheemreddy181

Fast local search for markdown files, notes, and docs using qmd CLI. Use instead of `find` for file discovery. Combines BM25 full-text search, vector semantic search, and LLM reranking—all running locally. Use when searching for files, finding code, locating documentation, or discovering content in indexed collections.

Versionv1.0.0
Downloads3,064
Installs5
Stars2
TERMINAL
clawhub install qmd-local-search

📖 About This Skill


name: qmd description: Fast local search for markdown files, notes, and docs using qmd CLI. Use instead of find for file discovery. Combines BM25 full-text search, vector semantic search, and LLM reranking—all running locally. Use when searching for files, finding code, locating documentation, or discovering content in indexed collections.

qmd — Fast Local Markdown Search

When to Use

  • Finding files — use instead of find across large directories (avoids hangs)
  • Searching notes/docs — semantic or keyword search in indexed collections
  • Code discovery — find implementations, configs, or patterns
  • Context gathering — pull relevant snippets before answering questions
  • Quick Reference

    Search (most common)

    # Keyword search (BM25)
    qmd search "alpaca API" -c projects

    Semantic search (understands meaning)

    qmd vsearch "how to implement stop loss"

    Combined search with reranking (best quality)

    qmd query "trading rules for breakouts"

    File paths only (fast discovery)

    qmd search "config" --files -c kell

    Full document content

    qmd search "pattern detection" --full --line-numbers

    Collections

    # List collections
    qmd collection list

    Add new collection

    qmd collection add /path/to/folder --name myproject --mask "*.md,*.py"

    Re-index after changes

    qmd update

    Get Files

    # Get full file
    qmd get myproject/README.md

    Get specific lines

    qmd get myproject/config.py:50 -l 30

    Get multiple files by glob

    qmd multi-get "*.yaml" -l 50 --max-bytes 10240

    Output Formats

  • --files — paths + scores (for file discovery)
  • --json — structured with snippets
  • --md — markdown formatted
  • -n 10 — limit results
  • Tips

    1. Always use collections (-c name) to scope searches 2. Run qmd update after adding new files 3. Use qmd embed to enable vector search (one-time, takes a few minutes) 4. Prefer qmd search --files over find for large directories

    Models (auto-downloaded)

  • Embedding: embeddinggemma-300M
  • Reranking: qwen3-reranker-0.6b
  • Generation: Qwen3-0.6B
  • All run locally — no API keys needed.

    ⚡ When to Use

    TriggerAction
    - **Searching notes/docs** — semantic or keyword search in indexed collections
    - **Code discovery** — find implementations, configs, or patterns
    - **Context gathering** — pull relevant snippets before answering questions

    📋 Tips & Best Practices

    1. Always use collections (-c name) to scope searches 2. Run qmd update after adding new files 3. Use qmd embed to enable vector search (one-time, takes a few minutes) 4. Prefer qmd search --files over find for large directories