ClaudSkills / Science & Research / science-misc

Experiment Audit

Quality score: 80/100  ·  Category: Science & Research  ·  Sub-category: science-misc
type:audittype:review
Audit experiment integrity before claiming results. Uses cross-model review (GPT-5.4) 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.

What this skill does

Experiment Audit is a well-rated Claude Code skill (quality score 80/100) in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/experiment-audit/ and loads when your prompt matches the skill's trigger.

When to invoke it: 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.

Who uses this skill

The Experiment Audit skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

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

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

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

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