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Model Auditor

Category: Science & Research  ·  Sub-category: science-misc  ·  Last updated:
type:audittype:review
Use whenever the task involves auditing, validating, reviewing, stress-testing, challenging, or assessing the readiness of a model, notebook, backtest, experiment, scoring system, or model claim. Triggers include leakage checks, validation design review, calibration review, production-readiness assessment, prediction quality audit, "is this model ready to deploy," "check this for data issues," "review this backtest," "something seems off with our results," "audit this notebook," or any request to evaluate whether a model or its metrics can be trusted. Covers leakage and target integrity, validation and splits, metrics and baselines, calibration and thresholds, and production readiness. Produces severity-ranked findings (Critical / High / Medium / Low / Informational) and a Block / Caution / Pass release decision.

From the source SKILL.md

<!-- Sync copy. Source of truth: skills/model-auditor/SKILL.md. Edit the sibling first, then sync here at release time. -->

What this skill does

Model Auditor is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/model-auditor/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use whenever the task involves auditing, validating, reviewing, stress-testing, challenging, or assessing the readiness of a model, notebook, backtest, experiment, scoring system, or model claim. Triggers include leakage checks, validation design review, calibration review, production-readiness assessment, prediction quality audit, "is this model ready to deploy," "check this for data issues," "review this backtest," "something seems off with our results," "audit this notebook," or any request to evaluate whether a model or its metrics can be trusted.

Who uses this skill

The Model Auditor Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/model-auditor
curl -L https://claudskills.com/skills/model-auditor/SKILL.md \
  -o ~/.claude/skills/model-auditor/SKILL.md

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

Skills live at ~/.claude/skills/model-auditor/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\model-auditor\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.

See pricing → Download desktop app

Attribution & license

More Science & Research skills

Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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