# Experiment Audit (agent 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.

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.

## Key facts

| Fact | Value |
|---|---|
| Repository | https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep |
| Skill path | skills/experiment-audit/SKILL.md |
| Skill name | experiment-audit |
| GitHub stars | 17,064 |
| Installs on skills.sh | not listed |
| License | MIT |
| Skills in repo | 5 |
| Plugin marketplace | aris |
| Official | no |
| Works with | Claude Code, Codex |
| Category | Security |
| Last commit | Oct 6, 2026 |

## 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"

## Add this skill

### Claude Code

```sh
/plugin marketplace add wanshuiyin/Auto-claude-code-research-in-sleep
/plugin install aris@aris
```

In the Claude apps, zip the skill folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).

### ChatGPT / Codex

```sh
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 projects
```

### Cursor

```sh
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 projects
```

Sources (checked 2026-10-07): https://code.claude.com/docs/en/skills, https://support.claude.com/en/articles/12512180-using-skills-in-claude, https://learn.chatgpt.com/docs/build-skills, https://cursor.com/docs/context/skills

---

Canonical page: https://appsgit.com/skills/wanshuiyin-experiment-audit
Source: appsgit (https://appsgit.com), the app store for github. Data from the GitHub API, refreshed nightly.
Machine access: JSON API https://appsgit.com/api/v1/apps (OpenAPI: https://appsgit.com/openapi.json), MCP server https://mcp.appsgit.com/mcp, full index https://appsgit.com/llms-full.txt.