A standalone retrieval system for a knowledge base. RAG means finding relevant stored information before using it in an answer; this one combines meaning-based, word-based, and metadata searches.

Searching a knowledge base using several recall methods and combining the results into one ranked list.

It helps locate useful project information even when the exact wording or search method differs.

ragkit — Plugin by qxbyte

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 qxbyte/pluginhub

agentmods

npx agentmods add plugins/qxbyte/pluginhub/ragkit

Clone the repo

git clone --depth 1 https://github.com/qxbyte/pluginhub

Made for: Claude Code.

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

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. Scan, not verified.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

ragkit 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 yesterday.

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/ragkit/.claude-plugin/plugin.json · 18 lines

What it actually says

{
  "name": "ragkit",
  "version": "0.2.2",
  "description": "Standalone knowledge-base RAG (vector + lexical + metadata recall, RRF-fused).",
  "author": {
    "name": "xueqiang",
    "email": "[email protected]"
  },
  "homepage": "https://github.com/qxbyte/pluginhub",
  "license": "MIT",
  "keywords": [
    "rag",
    "knowledge-base",
    "vector-search",
    "embedding"
  ]
}

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.

yesterday First seen · 18 lines scan A eebc8bbc1897

Subscribe to this mod's changes

ragkit is a plugin published in the GitHub repository qxbyte/pluginhub (3 stars, last pushed 27d 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.

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