integrity-forensics

Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → a rules-only reporter that lists every proposal with what the auditor said about it) against a paper via a SHA-pinned thin launcher — then convert the verdict into a typed policy gate (BLOCK/WARN/NO_NEW_BLOCKER) and an append-only obligations ledger. Use when user says "integrity forensics", "forensic audit this paper", "投稿前自查诚信", "审这篇论文的诚信", or says "anti-autoresearch" when the upstream repo's own skills are not installed. Also invoked by /paper-writing (submission self-forensics, default ON), /peer-review (forensic appendix), /resubmit-pipeline.

by wanshuiyin 15k GitHub stars MIT Updated Aug 18, 2026
integrity-forensics skill by wanshuiyin
integrity-forensics — Data skill by wanshuiyin

Overview

integrity-forensics is an open-source data skill for Claude Code and compatible agents, published by wanshuiyin. Its author describes it as: “Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → a rules-only reporter that lists every proposal with what the auditor said about it) against a paper…”. The project has 15k stars on GitHub and is available under the MIT license. Add it to your setup with `git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/integrity-forensics`.

What integrity-forensics does

Audit target: **$ARGUMENTS**

What’s inside

The SKILL.md for integrity-forensics is organised into these sections:

  • Constants
  • Step 0 — Bootstrap the pin (idempotent)
  • Step 1 — Delegate: run the upstream sweep, unchanged
  • Step 2 — Typed gate + obligations (ARIS-side post-processing)
  • Step 3 — Fix what it found (obligations, not a polish loop)
  • The One Forbidden Loop
  • Trust boundary (what is computed vs what is protocol)
  • Pin-bump checklist (maintainers)
  • Codex-native note (mirror)
  • Review tracing

Installation

Add integrity-forensics to your agent with:

git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/integrity-forensics

Review a skill’s source before installing it — skills can instruct your agent to run commands. This command comes from the skill’s public repository, which is the source of truth for setup steps. New to skills? Read how to install Claude Code skills.

Supported agents

  • Claude Code — declared in the repository topics
  • Codex — declared in the repository topics

License

integrity-forensics is published under the MIT license.

Strengths

  • Clear MIT license — safe to read and adapt within its terms
  • Ships in wanshuiyin/Auto-claude-code-research-in-sleep, an established project with 14,858 GitHub stars
  • Works with Claude Code, Codex
  • Actively maintained — repository updated in the last 90 days

Author

wanshuiyin 41 skills in the catalog · GitHub profile ↗
View skills

Topics

Need a skill like this, tailored to your team?Build a custom skill →

Frequently asked questions

What does integrity-forensics do?
Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → a rules-only reporter that lists every proposal with what the auditor said about it) against a paper via a SHA-pinned thin launcher — then convert the verdict into a typed policy gate (BLOCK/WARN/NO_NEW_BLOCKER) and an append-only obligations ledger. Use when user says "integrity forensics", "forensic audit this paper", "投稿前自查诚信", "审这篇论文的诚信", or says "anti-autoresearch" when the upstream repo's own skills are not installed. Also invoked by /paper-writing (submission self-forensics, default ON), /peer-review (forensic appendix), /resubmit-pipeline.
How do I install integrity-forensics?
Run git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/integrity-forensics in your agent, then reload your skills. Review the source at https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep before installing.
Is integrity-forensics free to use?
Yes. integrity-forensics is free and open source under the MIT license, so you can read, run, and adapt it within that license's terms.
Which agents does integrity-forensics work with?
integrity-forensics lists Claude Code and Codex — named in its SKILL.md, its plugin marketplace or its repository topics. Skills use the portable SKILL.md format, so other agents that read that format may load it too.
Where does integrity-forensics come from?
integrity-forensics ships inside wanshuiyin/Auto-claude-code-research-in-sleep, a repository that contains 41 catalogued skills in total. The repository's 14,858 GitHub stars apply to that whole collection, not to this skill on its own.

Related skills

More Data skills →

Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.

Claude CodeCodex
15k GitHub stars MIT Updated Aug 18, 2026 Free

Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or provides a bare arXiv ID for quick understanding - not for broad literature search.

Claude CodeCodex
15k GitHub stars MIT Updated Aug 18, 2026 Free

Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

Claude CodeCodex
15k GitHub stars MIT Updated Aug 18, 2026 Free

Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.

Claude CodeCodex
15k GitHub stars MIT Updated Aug 18, 2026 Free

Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

Claude CodeCodex
15k GitHub stars MIT Updated Aug 18, 2026 Free