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Diagnosis · Marketing

integrity-auditor

Paper-integrity audit package. Single stage, full quality from the start. The agent reads each reference, then carries out three evidence tracks (image / numerical / logical) and produces a structured audit_report.md with Level 1–4 gr

Reading signals from an audience

Works with
ClaudeChatGPTGeminiClaude CodeCodexCursorCopilotGemini CLI
Setup
One command
Best in a coding tool, where its scripts can run.
Contains
Instructions + 8 scripts
Python and shell.
Maintained
Last change 28 Jul 2026
On the repository’s main branch.

What it does

Paper-integrity audit package. Single stage, full quality from the start. The agent reads each reference, then carries out three evidence tracks (image / numerical / logical) and produces a structured audit_report.md with Level 1–4 graded findings.

When your AI uses it

Use when the user wants a paper audited for integrity issues — image misuse, numerical anomalies, logical gaps — and needs a reviewable…

You don’t need to name it. Ask for the job in your own words — your AI loads the skill when the request matches.

What it can touch

  • Includes 8 scripts

    Your AI can run these when the skill is used — on your computer in a coding tool (which asks first unless you have told it not to), or in the AI’s own sandbox in Claude and ChatGPT.

    How we know

    Found in the skill’s folder: forensics_tools/channel_check.py, forensics_tools/decimal_match.py, forensics_tools/image_dup.py, forensics_tools/image_dup_orb.py….

  • Uses terminal commands

    It shows your AI commands to run. In a coding agent that means your terminal; in a chat app it usually can’t.

    How we know

    The SKILL.md contains shell code blocks.

  • 1 smaller thing worth knowing

    Contains commands that delete or overwrite. Usually legitimate — listed so nothing is hidden.

    How we know

    Contains commands that delete or overwrite — tests/smoketest.sh line 16. Read 2026-10-04, commit 744ab20.

    tests/smoketest.sh, line 16 ↗
  • No serious risk pattern found

    Launch7’s automated check read all 21 text files in this skill and matched none of its serious risk patterns. This is not a guarantee: a check like this can miss new or disguised tricks, and the author can change the files after the check.

    How we know

    Read 2026-10-04, commit 744ab20 by pipeline/trust/analyze.py — 40+ patterns for hidden text, prompt injection, downloads that run, credential access and more. It reads; it never runs the skill.

  • Recently maintained

    Its repository has had changes recently.

    How we know

    Last push to ai4s-research/ai4s-skills: 2026-07-28 (68 days before the scan).

Read automatically from the skill’s own files on GitHub on 4 Oct 2026. Launch7 does not run or manually review skills: this lists what the check saw, and nothing here means “safe”. How we check

Add it to your AI

Partly. Upload it in Claude’s settings — the instructions work; the scripts need the full folder.

  1. Built in your browser from the SKILL.md on GitHub — nothing passes through Launch7.

  2. In Claude, open Customize → Skills, press +, then Create skill → Upload a skill, and choose the .zip.

  3. Make sure code execution is switched on (Settings → Capabilities). Skills need it.

  4. Start a new chat and ask for the job in your own words — Claude picks the skill up when it fits.

This skill ships 8 scripts beside its instructions. The download here is the SKILL.md alone — enough for the instructions, not for the parts that run code. Use the command route, or take the full folder from the repository.

How Claude does this: support.claude.com · checked 28 Sep 2026 · “Supported” means documented by the vendor; Launch7 has not run it end to end

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