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claude-code-ai-rate-reducer
claude-code-ai-rate-reducer — a Claude ecosystem project on GitHub.
git clone https://github.com/zhuzhenghao-max/claude-code-ai-rate-reducer
论文AI率降低插件(学术伪装大师 · 熵权对抗版)
基于"信息熵调制"与"依存句法扰动"原理的AI写作降重技能。同时支持 Claude Code、Cursor、Windsurf、GitHub Copilot Chat 等主流AI编程/写作助手。
适用场景:维普、知网、Turnitin等主流AIGC检测系统。
核心原理
- AI写作 = 低困惑度 + 高突发性偏差
- 人类写作 = 高困惑度 + 低突发性偏差(齐普夫定律)
- 本插件将文本词频分布从"AI的平滑正态分布"强制扭曲为"人类的长尾幂律分布"
安装方式
Claude Code
# 一键安装
git clone https://github.com/YOUR_USERNAME/claude-code-ai-rate-reducer.git
cd claude-code-ai-rate-reducer
# Windows
powershell -ExecutionPolicy Bypass -File install.ps1
# macOS / Linux
bash install.sh
或者直接作为Skill使用:将 .claude/skills/ai-rate-reducer/SKILL.md 放入 ~/.claude/skills/ai-rate-reducer/SKILL.md,重启Claude Code即可。
Cursor / Windsurf
将 SKILL.md 内容复制到项目根目录的 .cursorrules 或 .windsurfrules 中,或者直接粘贴到对话中:
请按照以下规则帮我改写论文文本:
[粘贴 SKILL.md 全部内容]
需要改写的文本:[粘贴论文]
GitHub Copilot Chat
在对话中输入 .github/copilot-instructions.md 的内容,或将SKILL.md作为自定义指令导入。
通用用法(任何AI工具)
直接将 SKILL.md 的内容粘贴到对话开头,然后附上需要改写的文本即可。所有AI工具都支持Markdown格式的系统指令。
使用方式
在对话中输入:
启动熵权对抗 + 目标场景 + [粘贴论文文本]
目标场景三选一:SCI/普刊/毕业论文
输出包含:
- 词频干扰报告
- 改写终稿
- 残余AI风险指数
五大杀招
| 杀招 | 原理 |
|---|---|
| 词汇突发性调制 | 人为制造词频波峰波谷,打乱统计显著性检验 |
| 依存句法边界破坏 | 拉大主谓距离,稀释注意力权重 |
| 心理语言学填充 | 植入高级"认知情态词",模拟人类犹豫 |
| 上下文窗口污染 | 制造跨段落远距离指代 |
| 标点语义密度劫持 | 用分号冒号破折号替代句号,破坏句子边界预测 |
协议
MIT License
// compatibility
| Platforms | cli |
|---|---|
| Operating systems | — |
| AI compatibility | claude |
| License | — |
| Pricing | open-source |
| Language | Shell |
// faq
What is claude-code-ai-rate-reducer?
claude-code-ai-rate-reducer is a Claude ecosystem project. It is open-source on GitHub.
Is claude-code-ai-rate-reducer free to use?
claude-code-ai-rate-reducer is open-source, so it is free to use.
What category does claude-code-ai-rate-reducer belong to?
claude-code-ai-rate-reducer is listed under devops in the Claudeers registry of Claude-compatible tools.
// embed badge
[](https://claudeers.com/claude-code-ai-rate-reducer)
// retro hit counter
[](https://claudeers.com/claude-code-ai-rate-reducer)
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