Experiment Audit
Experiment Audit is an agent skill (a SKILL.md file) from wanshuiyin/Auto-claude-code-research-in-sleep. Audit experiment integrity before claiming results. It works with Claude Code and Codex and has 17,064 GitHub stars across a repository of 5 listed skills. Install it by copying the skill folder into your agent's skills directory.
- Multi-skill repo
- Plugin marketplace
- Security
- Actively maintained
Add this skill
Claude
This repository is a Claude Code plugin marketplace. In Claude Code:
/plugin marketplace add wanshuiyin/Auto-claude-code-research-in-sleep
/plugin install aris@arisIn the Claude apps, zip the experiment-audit folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).
ChatGPT / Codex
Codex reads skills from .agents/skills/ in a repo or ~/.agents/skills/ for every project:
git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git
cp -r Auto-claude-code-research-in-sleep/skills/experiment-audit .agents/skills/experiment-audit # repo; ~/.agents/skills for all projectsStandalone skills also load in the ChatGPT desktop app.
Cursor
Cursor loads skills from .cursor/skills/ (or ~/.cursor/skills/) and also reads .claude/skills/:
git clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git
cp -r Auto-claude-code-research-in-sleep/skills/experiment-audit .cursor/skills/experiment-audit # project; ~/.cursor/skills for all projectsSource (checked Oct 7, 2026): code.claude.com/docs/en/skills (opens in a new tab), code.claude.com/docs/en/plugin-marketplaces (opens in a new tab), support.claude.com/en/articles/12512180-using-skills-in-claude (opens in a new tab), learn.chatgpt.com/docs/build-skills (opens in a new tab), cursor.com/docs/context/skills (opens in a new tab)
What this skill does
Audit experiment integrity before claiming results. Uses cross-model review (external reviewer backend) to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope. Use when user says "审计实验", "check experiment integrity", "audit results", "实验诚实度", or after experiments complete before writing claims. 🔒 Do not wrap this skill in /loop, /schedule, or CronCreate. It is verdict-bearing — it judges experiment integrity.
When it triggers
- Uses cross-model review (external reviewer backend) to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope.
- Use when user says "审计实验", "check experiment integrity", "audit results", "实验诚实度", or after experiments complete before writing claims.
- "审计实验"
- "check experiment integrity"
- "audit results"
- "实验诚实度"
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5 skills are listed from this repository.
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What is the Experiment Audit skill?
Experiment Audit is an agent skill (a SKILL.md file) from wanshuiyin/Auto-claude-code-research-in-sleep. Audit experiment integrity before claiming results. It works with Claude Code and Codex and has 17,064 GitHub stars across a repository of 5 listed skills. Install it by copying the skill folder into your agent's skills directory. Its SKILL.md lives at github.com/wanshuiyin/Auto-claude-code-research-in-sleep/skills/experiment-audit.
How do I install the Experiment Audit skill?
In Claude Code, run /plugin marketplace add wanshuiyin/Auto-claude-code-research-in-sleep and then /plugin install aris@aris. For Codex or Cursor, copy the experiment-audit folder into .agents/skills/ or .cursor/skills/.
Is the Experiment Audit skill free?
Yes. The repository is open source under the MIT license.
Is Experiment Audit maintained?
The repository's most recent commit was on Oct 6, 2026. Its latest release is v0.4.28. appsgit only lists skills from repositories with a commit in the last six months.