rag-expert

rag-expert is a plugin for Claude Code from Miaoge-Ge/coding-agent-skills. Its manifest loads nothing; the 1 skill it bundles cost 80 tokens per session together, scanned A, a copy of competitive-programming-expert, MIT.

A reference guide for building retrieval-augmented generation systems, which let an AI find relevant source material before answering.

In plain words
What is it for?
Use it for guidance on splitting documents, creating embeddings, searching vector databases, reranking results, and producing source-grounded answers.
Why use it?
It helps structure the parts needed to ground AI answers in retrieved information instead of relying only on generated text.

Plugin for Claude Code

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.

Claude Code
/plugin marketplace add Miaoge-Ge/coding-agent-skills
agentmods
npx agentmods add plugins/miaoge-ge/coding-agent-skills/rag-expert
Clone the repo
git clone --depth 1 https://github.com/Miaoge-Ge/coding-agent-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.

agentmods badge for rag-expert

README.md
[![agentmods](https://agentmods.dev/badge/plugins/miaoge-ge/coding-agent-skills/rag-expert.svg)](https://agentmods.dev/plugins/miaoge-ge/coding-agent-skills/rag-expert)
Your own site
<a href="https://agentmods.dev/plugins/miaoge-ge/coding-agent-skills/rag-expert"><img src="https://agentmods.dev/badge/plugins/miaoge-ge/coding-agent-skills/rag-expert.svg" alt="Measured on agentmods" 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 1 skill cost 80 tokens a session between them.
Security scan A 0 findings. Scan, not verified.
Origin 86% copy Near-identical to another mod in the catalogue.
Security

Grade A, and why

rag-expert 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 3d 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.

Origin

This is a copy

86% identical to competitive-programming-expert — 8 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

plugins/rag-expert/.claude-plugin/plugin.json · 13 lines

What it actually says

{
  "$schema": "https://json.schemastore.org/claude-code-plugin-manifest.json",
  "name": "rag-expert",
  "displayName": "RAG Engineering Expert",
  "version": "1.0.0",
  "description": "Retrieval-Augmented Generation: chunking, embeddings, vector search, reranking, and grounded answers.",
  "author": { "name": "Miaoge-Ge", "email": "[email protected]" },
  "homepage": "https://github.com/Miaoge-Ge/coding-agent-skills",
  "repository": "https://github.com/Miaoge-Ge/coding-agent-skills",
  "license": "MIT",
  "keywords": ["rag", "embeddings", "vector-search", "retrieval", "llm"]
}
Contents

What it installs

The manifest is a name and a version. 1 skill travel with it, and installing the plugin installs all of them — 80 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.

  1. 3d ago First seen · 13 lines scan A 8460aaa1d8d3

Subscribe to this mod's changes

rag-expert is a plugin published in the GitHub repository Miaoge-Ge/coding-agent-skills (5 stars, last pushed 3mo 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. It is 86% identical to competitive-programming-expert, differing in 8 lines, and is treated as a copy.