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redbaronyyyyy-eng/humanizer-zh-academic
🎓 降低中文学术写作 AIGC 检测率的 Claude Code Skill | Reduce AIGC detection rate for Chinese academic writing
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360GitHub stars
12stars in 7 days
1skill in this repository
0commits in 30 days
Heat
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- Hot votes this weekNot available
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Individual skills in this repository
How it works
humanizer-zh-academic
When your agent uses it
降低中文学术写作（论文、期刊文章、毕业论文等）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。
What it loads into context
Frontmatter
260 tokensAlways available to the agent
SKILL.md
5,010 tokensWhen the skill is activated
Reference documents
9,747 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 你的任务
- 核心认知
- ▶ 收到文本后的默认流程
- ⚠ 强制硬约束（命中即失败）
- 文体标定（改写前确认）
- 内容层面的AI模式
- 语言层面的AI模式
- 风格层面的AI模式
- 写作气质层面
- 操作流程（SOP）
- 快速自检清单（最终输出前逐项核查）
- 质量评分（改写完成后评估）
- 常见误区
Files
LICENSEasset1,074 bytesREADME.mddoc5,736 bytesSKILL.mdcore17,204 bytesSKILL_full.mddoc29,175 bytes
Read SKILL.md
# Humanizer-ZH-Academic：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** —— 匹配论文/期刊/毕业论文的正式程度
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
Skills included
- humanizer-zh-academic
Repository facts
- License
- MIT
- Created
- Feb 24, 2026
- Last pushed
- Feb 24, 2026
- Forks
- 23
- Open issues
- 1
- Project activity
- Slowing
Before you install
Instructions onlyAutomated signals, not a guarantee
Checked Nov 7, 2026
- No broad tool permissions
- No dangerous shell commands
- 14 network referencesin 1 file: README.md:13
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- No access to secrets
- No requests to vote in Hot
Show all 14 signals by file
README.md
- Network accessline 13
`humanizer-zh-academic` 是一个专为 [Claude Code](https://docs.anthropic.com/en/docs/claude-code) 设计的 Skill，用于降低中文学术写作（论文、期刊文章、毕业论文等）的 AIGC 检测率。 - Network accessline 52
# 全局安装 git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 53
git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 56
# 或项目级安装 git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 57
git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 90
`humanizer-zh-academic` is a [Claude Code](https://docs.anthropic.com/en/docs/claude-code) Skill designed to reduce AIGC (AI-Generated Content) detection rates in Chinese academic writing (papers, journal articles, theses, etc.). - Network accessline 129
# Global installation git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 130
git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 133
# Or project-level installation git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 134
git clone https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git \ - Network accessline 144
- [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) (WikiProject AI Cleanup) - Network accessline 145
- Real Chinese paper multi-version comparison experiments - [de-AI-writing skill](https://github.com/OUBIGFA) (OUBIGFA) - [humanizer-zh](https://github.com/op7418) (op7418) - Network accessline 146
- [de-AI-writing skill](https://github.com/OUBIGFA) (OUBIGFA) - Network accessline 147
- [humanizer-zh](https://github.com/op7418) (op7418)
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: 14 facts
- Network access in prose of documentationREADME.md:13Low confidence
- Network access in code of documentationREADME.md:52Low confidence
- Network access in code of documentationREADME.md:53Low confidence
- Network access in code of documentationREADME.md:56Low confidence
- Network access in code of documentationREADME.md:57Low confidence
- Network access in prose of documentationREADME.md:90Low confidence
- Network access in code of documentationREADME.md:129Low confidence
- Network access in code of documentationREADME.md:130Low confidence
- Network access in code of documentationREADME.md:133Low confidence
- Network access in code of documentationREADME.md:134Low confidence
- Network access in prose of documentationREADME.md:144Low confidence
- Network access in prose of documentationREADME.md:145Low confidence
- Network access in prose of documentationREADME.md:146Low confidence
- Network access in prose of documentationREADME.md:147Low confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard 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.
