rag-retrieval-testing SKILL.md skillA
rag-retrieval-testing from naodeng/awesome-qa-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add naodeng/awesome-qa-skills/rag-retrieval-testing@git:20261011.7d9502bPins git:20261011.7d9502b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- naodeng/awesome-qa-skills
- Path
skills/en/testing-types/rag-retrieval-testing/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261011.7d9502b, committed Oct 11, 2026
- First version recorded
- Sep 15, 2026
- Size
- 5,117 bytes
- Repository stars
- 301
- License
- a license file GitHub does not identify
Use this skill when you need evidence-bounded query variants, chunking, filters, recall/precision proxies, ranking, freshness, and retrieval evidence; triggers include 检索结果 and retrieval result.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# RAG Retrieval Testing ## When to Use - Use this skill when you need evidence-bounded analysis, design, or validation preparation for query variants, chunking, filters, recall/precision proxies, ranking, freshness, and retrieval evidence. - Use it to review an Agent, RAG, or LLM plan, result, or evidence set and produce actionable improvements. - Use it when context is incomplete but a bounded first pass with assumptions, gaps, and human-decision boundaries is still useful. ## Output Format Options - Default to Markdown organized by domain risk, evidence state, priority, and boundary. - When the user requests tables, CSV, JSON, or ticket fields, preserve the same finding fields, evidence, and decision boundaries. - Before machine consumption, confirm the schema, enums, required fields, and evidence sources. ## How to Use 1. Read and follow `prompts/rag-retrieval-testing.md`, including its input audit, domain coverage, and output order. 2. Extract scope, environment, version, time window, constraints, success criteria, and available evidence, with attention to query variants, chunking, filters, recall proxy, ranking and freshness. …
Read the whole file at its exact version.
How to install
mdr add naodeng/awesome-qa-skills/rag-retrieval-testing@sha256:a2c9f9cb313c187dThe line at the top of this page pins the label git:20261011.7d9502b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_5ddjv24exkysnzas)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 15, 2026 and Oct 11, 2026, about one every 26 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261011.7d9502b latest | 2026-10-11 | 7d9502b | 5,117 B | A | view · diff |
| git:20260915.27b248b | 2026-09-15 | 27b248b | 4,165 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5117 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
naodeng/awesome-qa-skills · 301 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5ddjv24exkysnzas GET https://markdownregistry.com/api/v1/resolve?ref=naodeng/awesome-qa-skills/rag-retrieval-testing GET https://markdownregistry.com/api/v1/blob/a2c9f9cb313c187dea30338331c7cc2d9fd509c8eac29cf14855e4b6936a2973
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.