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QualityHTML

Figure Duplicate Audit

by xuzhougeng

Figure Duplicate Audit is a Quality skill for Claude Code, published by xuzhougeng in wisp-science.

1K stars106 forkson xuzhougeng/wisp-scienceAdded 2026/08/21+1% in starsRepository updated 2026/08/21
agent-skillsai-agentai-assistantai-for-scienceai4sciencebioinformaticscomputational-biologydesktop-appllmlocal-firstmcpmodel-context-protocolpythonreproducible-researchresearch-assistantrstatsrustscientific-computingscientific-workflowtauri
Install in seconds
Install Figure Duplicate Audit
Copy Figure Duplicate Audit 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/xuzhougeng/wisp-science/tree/main/skills/figure-duplicate-audit ~/.claude/skills/figure-duplicate-audit

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

Without Node.js

git clone https://github.com/xuzhougeng/wisp-science.git

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

In this catalog

Source file
skills/figure-duplicate-audit/SKILL.md in xuzhougeng/wisp-science
Installs to
~/.claude/skills/figure-duplicate-audit
Collection
One of 25 skills cataloged from this repository
Category
Quality1354 skills

What Figure Duplicate Audit does

Figure Duplicate Audit reviews scientific figures for duplicated, reused, transformed, or uninformative panels. Use it on PDFs or manuscript image directories when checking figure reuse, page selections, or panel-level integrity.

Figure Duplicate Audit is cataloged under Quality on DirSkills. Figure Duplicate Audit comes from a repository tagged agent-skills, ai-agent, ai-assistant, ai-for-science and ai4science.

Documentation

README

Figure duplicate audit

Audit at the smallest meaningful experimental-image unit. Hashes and feature matches find candidates; they do not establish misconduct or even duplication on their own.

Inputs and workspace

Accept either one PDF or one directory of manuscript images. Resolve tagged or attached paths before running anything. Ask for a page range only when the user did not specify one and scanning the whole PDF would materially change scope.

Create a new analysis directory such as analysis/figure-audit-YYYYMMDD-HHMM. Never modify source images, overwrite a prior audit, or silently omit an unreadable file.

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

Frequently asked about Figure Duplicate Audit

  • What else does xuzhougeng publish alongside Figure Duplicate Audit?

    Figure Duplicate Audit is one of 25 skills that DirSkills catalogs from xuzhougeng/wisp-science, the repository it ships in. Its siblings there include Agent Infini, Bear Counter and Bear Map. Each one is a separate skill with its own page in this directory, installs the same way Figure Duplicate Audit does, and is maintained by xuzhougeng in that same repository. The rest of the collection is listed on the xuzhougeng/wisp-science page.

  • How does Figure Duplicate Audit compare to other Quality skills?

    Figure Duplicate Audit ranks #830 by stars among the 1354 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 Figure Duplicate Audit against them. Open each page to compare what they document and how they install.

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