ClaudSkills / General / operations

LLM Evals Audit

Category: General  ·  Sub-category: operations  ·  Last updated:
ai:llmtype:audittype:review
Use this skill when a developer wants to check whether their existing evaluations are trustworthy and well-targeted. Triggers on: "audit my evals", "are my evals any good", "review my evaluation setup", "check my LLM judges", "are my evaluations reliable", "something feels off with my eval scores", "inherited an eval system", "my evals are passing but the product feels broken", "post-build eval check", "validate my eval pipeline". Inspects existing eval artifacts — judge prompts, annotation data, issue reports, alignment scores — and produces a prioritized findings report with a concrete fix for each problem. Do NOT use this to build new evals from scratch — use llm-evals-checklist first, then llm-judge-creator.

What this skill does

LLM Evals Audit is a community-contributed Claude Code skill in the operations sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/llm-evals-audit/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The LLM Evals Audit skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It is part of the open ClaudSkills registry, a community-curated catalog of 56,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/llm-evals-audit
curl -L https://claudskills.com/skills/llm-evals-audit/SKILL.md \
  -o ~/.claude/skills/llm-evals-audit/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/llm-evals-audit/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/llm-evals-audit/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\llm-evals-audit\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

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Part of ClaudSkills — the open registry for Claude Code skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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