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ragmetric-mcp

ragmetric-mcp is an MCP server for Claude Code, Codex, Cursor, Gemini CLI, OpenCode from MukundaKatta/mcp-stack. Its token cost is not measured, scanned A, original, Apache-2.0.

A utility for measuring how well a retrieval system finds relevant results. Its measures include recall at a chosen result count, hit rate, mean reciprocal rank, and NDCG.

In plain words
What is it for?
Evaluating search or RAG retrieval against expected results, including batches of test cases.
Why use it?
It provides numerical checks for whether a RAG or search system returns the right information and places it high enough in the results.

MCP server for Claude CodeCodexCursorGemini CLIOpenCode

Written for no agent in particular: it speaks MCP, so any client can run it.

One of 14 entries in server.json upstream. Installing this one merges just its entry into your config; the other 13 are separate, each on its own page.

not rated 0repo 12d ago A scan tokens not measured original Apache-2.0

Good fit Evaluating search or RAG retrieval against expected results, including batches of test cases.

Compare 6 mcp servers from other repositories ↓
Install with agentmods
npx agentmods add mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp
View source ↗ MukundaKatta/mcp-stack npmjs.com
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/MukundaKatta/mcp-stack

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

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 ragmetric-mcp

README.md
[![agentmods](https://agentmods.dev/badge/mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp/github.svg)](https://agentmods.dev/mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp)
Your own site
<a href="https://agentmods.dev/mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp"><img src="https://agentmods.dev/badge/mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp/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.

agentmods 80×15 button for ragmetric-mcp

Your own site · 80×15
<a href="https://agentmods.dev/mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp"><img src="https://agentmods.dev/badge/mcp/mukundakatta/mcp-stack/citecite-mcp-ragmetric-mcp.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 Not applicable: nothing here is loaded into a session.
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

ragmetric-mcp 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 10d 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.

packages/citecite-mcp/server.json · 10 lines

What it actually says

{
  "ragmetric-mcp": {
    "command": "npx",
    "args": [
      "-y",
      "@mukundakatta/ragmetric-mcp"
    ],
    "env": {}
  }
}
Same file

What else server.json configures

This page is one entry in a file that holds 14. Installing the file brings all of them; each is measured and scanned on its own page.

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. 10d ago First seen · 10 lines scan A 0de4fc6ac278

Subscribe to this mod's changes

ragmetric-mcp is an MCP server published in the GitHub repository MukundaKatta/mcp-stack (0 stars, last pushed 12d ago), licensed Apache-2.0. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. 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.

Analytics and metricsData and AIRAG and vectors
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