# experiment-audit

> Audit experiment integrity before claiming results.

Audit experiment integrity before claiming results. Uses fresh-agent GPT-6-Astra review (same-family provisional in the base Codex mirror) 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.

- Type: Skill
- Made by: wanshuiyin
- Category: Research
- Formats: Skills
- Version: 4780ca0
- Source: https://github.com/wanshuiyin/auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit
- Page: https://pluginboard.ai/skills/experiment-audit-wanshuiyin

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the experiment-audit folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Claude

In Claude (web or desktop): Download the experiment-audit folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Gemini

In Gemini: Download the experiment-audit folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.copilot/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Cursor

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.cursor/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Claude Code

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.claude/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

Or all of ARIS, in Claude Code:

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

### Codex

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.agents/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Antigravity

In Antigravity: Copy the experiment-audit folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Gemini CLI

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.gemini/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Replit

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit .agents/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### OpenClaw

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.openclaw/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### OpenCode

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.config/opencode/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

### Hermes Agent

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.hermes/skills/experiment-audit
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/experiment-audit

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From Pluginboard (https://pluginboard.ai).