Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode.
Scanned 9/19/2026
Install to Claude Code
npx -y skills add rondoflow/rondoflow --skill local-hybrid-search-indexing-cli --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: local-hybrid-search-indexing-cli
description: "Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode."
category: "AI & Agents"
author: community
version: "1.0.0"
icon: bot
---
# qmd
Use `qmd` to index local files and search them.
Indexing
- Add collection: `qmd collection add /path --name docs --mask "**/*.md"`
- Update index: `qmd update`
- Status: `qmd status`
Search
- BM25: `qmd search "query"`
- Vector: `qmd vsearch "query"`
- Hybrid: `qmd query "query"`
- Get doc: `qmd get docs/path.md:10 -l 40`
Notes
- Embeddings/rerank use Ollama at `OLLAMA_URL` (default `http://localhost:11434`).
- Index lives under `~/.cache/qmd` by default.
- MCP mode: `qmd mcp`.
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