Agent skill · Security

eval-audit

Audit an existing evaluation workflow and produce severity-ranked findings with concrete next actions. Use when inheriting an eval setup, diagnosing quality regressions, or checking LLM evaluation process maturity.

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill eval-audit --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 3 KB
Bundled scripts: none
Path: skills/ai-llm/eval-audit/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Eval Audit Audit LLM evaluation practice and route gaps to the right skills. ## Interactive Q&A protocol (mandatory) <HARD-GATE> BEFORE the first scoping question, search for a structured question tool (e.g., `AskUserQuestion` or similar interactive widget) and load it. Use that tool for EVERY scoping question. Fall back to plain-text lettered options ONLY if no such tool exists in the environment. </HARD-GATE> Ask one question at a time using the structured question tool (loaded per the HARD-GATE above). Example question structure: ``` What should this audit prioritize first? A) Live evaluation quality and coverage B) Error analysis maturity C) Review and promotion loop health D) End-to-end process health ``` Rules: - One question per message. - Use the structured question tool for every question. Structure each with a short header, 2-4 options with labels and descriptions, and place the recommended option first. Do not add "(Recommended)" or similar annotations to option labels. - Ask one follow-up only if ambiguity remains. ## Inputs and evidence Collect available evidence from Truesight first: - datasets and dataset rows - live evaluations - evaluation runs/results - review q

What's inside
Steps it walks through
  1. Interactive Q&A protocol (mandatory)
  2. Inputs and evidence
  3. Diagnostic areas
  4. Report format (mandatory)
  5. Severity rubric
  6. Handoff map
  7. Guardrails
Ships with 1 file
  • metadata.json
More from claude-skill-registry
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About this skill
What does the eval-audit skill do?

Audit an existing evaluation workflow and produce severity-ranked findings with concrete next actions. Use when inheriting an eval setup, diagnosing quality regressions, or checking LLM evaluation process maturity.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill eval-audit --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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