agentscope-ai/openjudge · skills/eval_pipeline/05-rag-eval/SKILL.md

rag-eval skillA

rag-eval is agent-read markdown (skill) from agentscope-ai/openjudge: Use when the user has a RAG (Retrieval-Augmented Generation) system and wants to evaluate its quality — separating retrieval issues from generation issues. Also use when the user mentions RAG evaluation, faithfulness checking, hallucination detection in RAG, retrieval quality, chunking optimization, or "is my RAG pipeline working." Outputs a diagnostic matrix that pinpoints whether problems are in retrieval or generation..

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 agentscope-ai/openjudge/rag-eval@git:20260708.2151def
Exact content
mdr add agentscope-ai/openjudge/rag-eval@sha256:fead7ab1ca8392e2

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_g3vwissiitmzmtbl.svg)](https://markdownregistry.com/a/art_g3vwissiitmzmtbl)

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Versions

versioncommittedcommitsizeaudit
git:20260708.2151def latest2026-07-08 2151def 9,684 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 (9684 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

agentscope-ai/openjudge · 840 stars · license Apache-2.0 · pushed 2026-09-11 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_g3vwissiitmzmtbl
GET https://markdownregistry.com/api/v1/resolve?ref=agentscope-ai/openjudge/rag-eval
GET https://markdownregistry.com/api/v1/blob/fead7ab1ca8392e2cd81d8412546e975a210061adc83003a6770f1c146bb5ec6

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