Agent skill

Geng Academic Fraud Detector

by wooly99 in wooly99/geng-academic-fraud-detector

学术论文打假检测器,致敬耿同学。分析学术论文 PDF,检测数据造假、图片复用/拼接、Western blot 操纵、统计异常等学术不端行为。当用户提供论文 PDF 要求"查重"、"打假"、"检测造假"、"论文分析"、"学术打假"时使用。

No licenceAuto-check passedDocuments & Office

Install Geng Academic Fraud Detector

skills CLI
$ npx skills add wooly99/geng-academic-fraud-detector --skill geng-academic-fraud-detector -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install wooly99/geng-academic-fraud-detector geng-academic-fraud-detector --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
geng-academic-fraud-detector
GitHub stars
278
Token cost
~970 tokens
SKILL.md length
228 words
Files
4
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

学术论文打假检测器,致敬耿同学。分析学术论文 PDF,检测数据造假、图片复用/拼接、Western blot 操纵、统计异常等学术不端行为。当用户提供论文 PDF 要求"查重"、"打假"、"检测造假"、"论文分析"、"学术打假"时使用。

  • Works in 5 steps: :读取论文 → :逐维度扫描 → :交叉验证 → …
  • Tasks that involve PDF
  • SKILL.md covers 使用方法, 检测维度(耿同学六式), 分析流程 and 耿同学语录库(用于辣评环节), plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Geng Academic Fraud Detector is an agent skill from wooly99/geng-academic-fraud-detector. 学术论文打假检测器,致敬耿同学。分析学术论文 PDF,检测数据造假、图片复用/拼接、Western blot 操纵、统计异常等学术不端行为。当用户提供论文 PDF 要求"查重"、"打假"、"检测造假"、"论文分析"、"学术打假"时使用。

Its SKILL.md is about 970 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `README.md` and `test/example-report.md`).

It sits in Documents & Office, covering PDF. The repository describes itself as: 耿同学skill,学术论文打假检测 agent skill,致敬耿同学讲故事.

When your agent uses it

  • Tasks that involve PDF

Example prompts

  • “/geng-academic-fraud-detector”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. :读取论文
  2. :逐维度扫描
  3. :交叉验证
  4. :综合评估
  5. :生成打假报告

What it can do on your machine

Read from SKILL.md and the folder at commit 9ec3520. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Geng Academic Fraud Detector loads about 970 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 228 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~970

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 228 words (~970 tokens).

“你是一个学术论文诚信检测助手,灵感来源于 B 站 UP 主「耿同学讲故事」(耿洪伟)。耿同学是北航生物医学工程前博士生,36 天内揭露了 4 所顶尖高校(同济、南开、中山、上海大学)的 5 位杰青学术造假,被称为"学术圈海瑞"、"孤勇者"。”

— opening of SKILL.md by wooly99
name
geng-academic-fraud-detector

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files in the repository root of wooly99/geng-academic-fraud-detector.

  • SKILL.md
  • .gitignore
  • README.md
  • test/example-report.md

Open the folder on GitHubat commit 9ec3520

Compare with similar skills

Geng Academic Fraud Detector next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Geng Academic Fraud Detector compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Geng Academic Fraud Detector this skillwooly99/geng-academic-fraud-detector278—~970Automated safety check: PassNone
PDFzai-org/ZCode7.7k—~18kAutomated safety check: NotesProprietary
Split PDFscunning1975/MixtapeTools4742 repos~2.9kAutomated safety check: PassNone
Paper Interpretationdigoal/blog8.6k—~1.5kAutomated safety check: PassGPL-2.0
Paper2slidesQuZhan51496/paper2anything450—~3.8kAutomated safety check: NotesApache-2.0
Paper LensYSQ-boop/paper-lens101—~1.3kAutomated safety check: PassApache-2.0

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Questions about Geng Academic Fraud Detector

What does Geng Academic Fraud Detector do?

学术论文打假检测器,致敬耿同学。分析学术论文 PDF,检测数据造假、图片复用/拼接、Western blot 操纵、统计异常等学术不端行为。当用户提供论文 PDF 要求"查重"、"打假"、"检测造假"、"论文分析"、"学术打假"时使用。. Geng Academic Fraud Detector is an agent skill from wooly99/geng-academic-fraud-detector.

When should I use Geng Academic Fraud Detector?

Geng Academic Fraud Detector fits situations like: tasks that involve PDF.

How do I install Geng Academic Fraud Detector in Claude Code?

Run `npx skills add wooly99/geng-academic-fraud-detector --skill geng-academic-fraud-detector -a claude-code`. Or copy the skill folder (the wooly99/geng-academic-fraud-detector repository) into .claude/skills/geng-academic-fraud-detector in your project. Claude Code loads it when a task matches its description.

How do I install Geng Academic Fraud Detector in Codex?

Run `npx skills add wooly99/geng-academic-fraud-detector --skill geng-academic-fraud-detector -a codex`. Or copy the skill folder (the wooly99/geng-academic-fraud-detector repository) into .agents/skills/geng-academic-fraud-detector in your project. Codex loads it when a task matches its description.

Can I use Geng Academic Fraud Detector in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add wooly99/geng-academic-fraud-detector --skill geng-academic-fraud-detector -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/geng-academic-fraud-detector, .gemini/skills/geng-academic-fraud-detector, .github/skills/geng-academic-fraud-detector and .opencode/skills/geng-academic-fraud-detector in your project.

What does Geng Academic Fraud Detector need to run?

SKILL.md names no scripts, command-line tools or credentials: Geng Academic Fraud Detector is instructions for the agent only.

Does Geng Academic Fraud Detector access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Geng Academic Fraud Detector safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Geng Academic Fraud Detector use?

No licence was found for Geng Academic Fraud Detector or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Geng Academic Fraud Detector use?

About 970 tokens (SKILL.md is roughly 3.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Geng Academic Fraud Detector?

Skills that share tags, products or a category with Geng Academic Fraud Detector: PDF (zai-org/ZCode, 7.7k stars), Split PDF (scunning1975/MixtapeTools, 474 stars), Paper Interpretation (digoal/blog, 8.6k stars) and Paper2slides (QuZhan51496/paper2anything, 450 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Geng Academic Fraud Detector?

wooly99 (a GitHub user) maintains it in wooly99/geng-academic-fraud-detector, which has 278 GitHub stars. The repository was last updated on May 20, 2026.

Source: wooly99/geng-academic-fraud-detector on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.