A wrapper around qmd that lets Claude search indexed reference code repositories. It combines word matching, meaning-based search, and result reranking, and can clone and index a GitHub repository.

Use it to search indexed projects such as Convex, Expo, or Next.js, or to add a GitHub repository to the searchable index.

It reduces the time spent looking through external example repositories for relevant implementation patterns or documentation.

qmd — Plugin for Claude Code by ramonclaudio/skills

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo

git clone --depth 1 https://github.com/ramonclaudio/skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/plugins/ramonclaudio/skills/qmd/github.svg)](https://agentmods.dev/plugins/ramonclaudio/skills/qmd)

Your own site

<a href="https://agentmods.dev/plugins/ramonclaudio/skills/qmd"><img src="https://agentmods.dev/badge/plugins/ramonclaudio/skills/qmd/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/plugins/ramonclaudio/skills/qmd"><img src="https://agentmods.dev/badge/plugins/ramonclaudio/skills/qmd.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured The manifest loads nothing itself; its 2 skills, 18 commands, 1 MCP server cost 536 tokens a session between them.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

qmd scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/qmd/.claude-plugin/plugin.json · 14 lines

What it actually says

{
  "name": "qmd",
  "version": "1.9.0",
  "description": "Wraps the qmd MCP server so Claude can search indexed reference repos (Convex, Expo, Next.js, etc) with hybrid BM25 + vector + reranking. Ships a search SKILL that teaches Claude how to compose typed sub-queries with intent, plus an /qmd:add SKILL that clones and indexes a GitHub repo end-to-end.",
  "author": {
    "name": "ramonclaudio",
    "email": "[email protected]"
  },
  "homepage": "https://github.com/ramonclaudio/skills/tree/main/plugins/qmd",
  "repository": "https://github.com/ramonclaudio/skills",
  "license": "MIT",
  "keywords": ["search", "mcp", "bm25", "vector-search", "rag", "reference-repos", "embeddings", "qmd"]
}

Contents

What it installs

The manifest is a name and a version. 2 skills, 18 commands, 1 MCP server travel with it, and installing the plugin installs all of them — 536 tokens a session between them. Each is measured on its own page, and each can be installed alone.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 14 lines scan A e7b39ce830fa

Subscribe to this mod's changes

qmd is a plugin published in the GitHub repository ramonclaudio/skills (4 stars, last pushed 5mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Data and AI RAG and vectors Research

qmd next to 6 plugins from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
qmdramonclaudio/skills	Plugin	4	5mo ago	MIT	A	—	Claude Code
veritasreasonbibinprathap/VeritasGraph	Plugin	326	2d ago	MIT	A	—	Claude Code
clip-aware-embeddingscuriositech/some_claude_skills	Plugin	263	yesterday	MIT	A	—	Claude Code
rag-reviewermimfort/rag_for_git	Plugin	20	6d ago	MIT	A	—	Claude Code
ragMasihMoafi/rag-mcp	Plugin	9	3d ago	MIT	A	—	Claude Code
powabasepowabase-ai/agent-skills	Plugin	9	1mo ago	Apache-2.0	A	—	Gemini CLI
mixedbread-skillsmixedbread-ai/skills	Plugin	14	1mo ago	Apache-2.0	A	—	Gemini CLI