Audit experiment integrity before claiming results.
Part of ARIS
by wanshuiyin· ResearchUnclaimed · Yours? Claim it
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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.
Skills people install alongside experiment-audit.
Runs on your machine.
Runs on your machine.
Runs on your machine.
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.copilot/skills/experiment-audit
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.cursor/skills/experiment-audit
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.claude/skills/experiment-audit
/plugin marketplace add wanshuiyin/Auto-claude-code-research-in-sleep /plugin install aris@aris
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.agents/skills/experiment-audit
Runs on your machine.
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.gemini/skills/experiment-audit
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit .agents/skills/experiment-audit
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.openclaw/skills/experiment-audit
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.config/opencode/skills/experiment-audit
Runs on your machine.
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/experiment-audit ~/.hermes/skills/experiment-audit
Scanned and passed · checked 5 h ago
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Nobody has shared how they use experiment-audit yet.
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Safe to install in every agent it supports. Runs in your agent, as instructions.