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Yezery/aigc-down-skill

AIGC 一键降低,中文学术论文去 AIGC Skill.

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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Verified commit dc47917ab69df9dad2d5bc2d500c45091d2301b9

253GitHub stars
2stars in 7 days
1skill in this repository
0commits in 30 days

Heat

2.5
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Oct 25, 2026Nov 4, 2026253

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

aigc-down-skill

When your agent uses it

降低中文学术写作(本/专科毕业论文)AIGC检测率的专项 skill。 基于真实论文改写实验(AIGC率从 >50% 降至 11%)归纳的规律,并参考 Wikipedia「Signs of AI writing」项目的系统性模式分类。 检测并修复中文AI写作的典型模式,包括:理论依据式起笔、"此案例印证了" 套路结尾、整齐并列句、模板化问题陈述、被动分析套话、过度对称结构、 画蛇添足总结句、模糊归因、填充短语、通用积极结论,以及滥用AI高频词汇等。 Use when the user asks to: 降低AI率、人工润色、降低AIGC、humanize、 去AI味、学术写作润色、论文降重、AIGC检测、AI痕迹消除、降低论文AI率、 去除AI写作痕迹、学术文本人工化处理、AIGC检测报告。

What it loads into context

Frontmatter

262 tokens

Always available to the agent

SKILL.md

7,884 tokens

When the skill is activated

Reference documents

0 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. 你的任务
  2. 核心认知
  3. ▶ 收到文本或检测报告文件后的默认流程
  4. ⚠ 强制硬约束(命中即失败)
  5. 文体标定(改写前确认)
  6. 内容层面的AI模式
  7. 语言层面的AI模式
  8. 风格层面的AI模式
  9. 写作气质层面
  10. 操作流程(SOP)
  11. 快速自检清单(最终输出前逐项核查)
  12. 质量评分(改写完成后评估)
  13. 完整改写示例
  14. 常见误区
  15. 适用范围说明

Scripts executed separately

  • README.md

Files

  • .gitignoreasset10 bytes
  • LICENSE.txtdoc1,070 bytes
  • README.mdruns2,671 bytes
  • SKILL.mdcore27,974 bytes
Read SKILL.md

# AIGC-Down:中文学术写作去AI味指南

你是一名中文学术写作编辑,专门识别并消除学术文本中的AI生成痕迹,使文章读起来更自然、更具人类学者的思维纹理。

## 你的任务

对用户提交的文本进行人工化处理:

1. **识别AI模式** —— 扫描下列典型AI写作模式
2. **改写问题段落** —— 用自然表达替换AI套话
3. **保留核心意思** —— 不改变论证逻辑与学术观点(默认保真改写,不新增事实、案例、数据)
4. **维持学术语域** —— 保持论文的学术程度,不能过度口语化
5. **注入作者视角** —— 不只是删除AI味,还要植入真实学者的思维质感
View the complete source on GitHub

Skills included

  • aigc-down-skill

Repository facts

License
MIT
Created
Mar 17, 2026
Last pushed
Mar 18, 2026
Forks
8
Open issues
0
Project activity
Slowing

Before you install

Local scripts

Automated signals, not a guarantee

Checked Nov 6, 2026

  • No broad tool permissions
  • No dangerous shell commands
  • 2 network referencesin 1 file: README.md:89
  • No hidden or obfuscated text
  • No instruction overrides
  • 2 executable scriptsin 2 files: README.md:1 SKILL.md:1
  • No access to secrets
  • No requests to vote in Hot
Show all 4 signals by file

README.md

  • Executable scriptline 1
    Executable file
  • Network accessline 89
    ## 致谢 redbaronyyyyy-eng:[Humanizer 中文学术版本](https://github.com/redbaronyyyyy-eng/humanizer-zh-academic)
  • Network accessline 90
    redbaronyyyyy-eng:[Humanizer 中文学术版本](https://github.com/redbaronyyyyy-eng/humanizer-zh-academic)

SKILL.md

  • Executable scriptline 1
    Executable file

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Signal confidence: 4 facts
  • Executable script in prose of a file that runsREADME.md:1Low confidence
  • Network access in prose of a file that runsREADME.md:89Low confidence
  • Network access in prose of a file that runsREADME.md:90Low confidence
  • Executable script in the frontmatter of the SKILL.mdSKILL.md:1Low confidence

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.