amey-thakur/ai-skills · skills/ai-memory-rag/rag-evaluation/SKILL.md

rag-evaluation skillA

rag-evaluation is agent-read markdown (skill) from amey-thakur/ai-skills: Measure retrieval and generation separately against a judged set, so you know whether a wrong answer came from the search or the model. Use when a RAG system is unreliable and every fix is a guess..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add amey-thakur/ai-skills/rag-evaluation@git:20260728.fe84bd4
Exact content
mdr add amey-thakur/ai-skills/rag-evaluation@sha256:f89f672567fb19f3

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_2xcwtk2dc6u4z64k.svg)](https://markdownregistry.com/a/art_2xcwtk2dc6u4z64k)

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Versions

versioncommittedcommitsizeaudit
git:20260728.fe84bd4 latest2026-07-28 fe84bd4 2,011 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2011 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

amey-thakur/ai-skills · 7 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2xcwtk2dc6u4z64k
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/rag-evaluation
GET https://markdownregistry.com/api/v1/blob/f89f672567fb19f352b92c85d6a372aa1471ef016540c741ad6c15b65b6b6009

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.