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QualityPython

Integrity Auditor

by ai4s-research

Integrity Auditor is a Quality skill for Claude Code, published by ai4s-research in ai4s-skills.

204 stars19 forkson ai4s-research/ai4s-skillsAdded 2026/09/05Repository updated 2026/07/28
agent-skillsai-agentai-for-scienceai-scientistai4sclaude-codeclaude-skillsliterature-reviewopen-scienceopencodepaper-writingreproducible-researchresearch-toolsscientific-research
Install in seconds
Install Integrity Auditor
Copy Integrity Auditor into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/ai4s-research/ai4s-skills/tree/main/skills/integrity-auditor ~/.claude/skills/integrity-auditor

Requires Node.js. Downloads this skill only β€” not the rest of the repository β€” into your Claude Code skills folder.

Without Node.js

git clone https://github.com/ai4s-research/ai4s-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
skills/integrity-auditor/SKILL.md in ai4s-research/ai4s-skills
Installs to
~/.claude/skills/integrity-auditor
Collection
One of 7 skills cataloged from this repository
Category
Quality β€” 1662 skills

What Integrity Auditor does

Integrity Auditor audits papers for image misuse, numerical anomalies, and logical gaps, then writes a reviewable evidence report. Use it for PDFs, DOI or arXiv papers, or outputs from a local paper-writer run.

Integrity Auditor is cataloged under Quality on DirSkills. Integrity Auditor comes from a repository tagged agent-skills, ai-agent, ai-for-science, ai-scientist and ai4s.

Documentation

README

Integrity Auditor

Overview

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.

This skill ships no LLM SDK β€” it is the skill instructions, references, templates, and single-purpose forensics_tools/ only.

The substantive work is decomposed into reference playbooks under references/:

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Integrity Auditor

  • What else does ai4s-research publish alongside Integrity Auditor?

    Integrity Auditor is one of 7 skills that DirSkills catalogs from ai4s-research/ai4s-skills, the repository it ships in. Its siblings there include AI4S Agent, Experiment Suite and Literature Survey. Each one is a separate skill with its own page in this directory, installs the same way Integrity Auditor does, and is maintained by ai4s-research in that same repository. The rest of the collection is listed on the ai4s-research/ai4s-skills page.

  • How does Integrity Auditor compare to other Quality skills?

    Integrity Auditor ranks #1485 by stars among the 1662 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Integrity Auditor against them. Open each page to compare what they document and how they install.

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Integrity Auditor is one of 7 skills cataloged on DirSkills from ai4s-research/ai4s-skills.

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