Skill audit report

experiment-audit Audit report.

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.

REVIEWED · REVIEWSafe to tryGenerated Nov 5, 2026Heuristic metadata audit

Audit

Trust

Quality

Security

Maintain

Install

OpenAgentSkill Trust Score

Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

PASS

100

16K GitHub stars

Stars/forks activity

PASS

16K stars, 1.4K forks; issue activity unavailable in current metadata

Recent maintenance

PASS

2mo since push

License clarity

PASS

MIT

README/SKILL.md completeness

PASS

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

command execution surface

Install availability

PASS

npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill experiment-audit

Install command safety

PASS

standard package or runtime install path

Permission surface

INFO

shell or command execution, filesystem or document access

Repository evidence

PASS

https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/experiment-audit

Review status

PASS

AI review data available

Agent Proven outcomes

INFO

No agent outcome data yet

Checks

Install and adoption review

9 Passed · 3 Needs review

Install path

PASS

npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill experiment-audit

Repository

PASS

https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/experiment-audit

License

PASS

MIT

Maintenance

PASS

2mo since push

AI review

PASS

Approved with no listed issues

README/SKILL.md completeness

PASS

Usable description available

Dependency risk

CHECK

command execution surface

Install command safety

PASS

standard package or runtime install path

Permission surface

CHECK

shell or command execution, filesystem or document access

Stars/forks activity

PASS

16K stars, 1.4K forks; issue activity unavailable in current metadata

Adoption

PASS

16K GitHub stars

Warnings

Quality score needs review

Method

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

Install path

Review the report before installing into production agents.

$ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill experiment-audit

Agent-readable metadata

Machine decision packet

Embedded JSON exposes suited tasks, suited agents, install command, trust score, safety gate, alternatives, and do-not-use conditions for agent review.

Install policy: review
Best agents: Codex + Claude Code
Alternatives: 3

Open agent JSON

Signals

Audit score: 86/100
Quality: 86/100
Trust: 83/100
Install safety: 92/100
Permission surface: 62/100
Maintenance: 2mo since push
Events: 23 events
GitHub stars: 16K
Last push: Aug 26, 2026

Agent safety v2

58/100 · Review before install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before installation.

Require human approval before installing into a real workspace.

High-risk permission hints: Shell or command execution
58/100 agent safety score

Shell or command execution

high

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

Network access

medium

Skill likely fetches remote pages, APIs, repositories, or external services.

Filesystem access

medium

Skill may read or write project files, documents, generated artifacts, or local workspace state.

High-risk permission hints: Shell or command execution
Quality score needs review

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