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Updated 2mo ago

by swaylq

humanize-chinese

中文 AI 文本去痕迹 + Claude 水印检查 — 六段式改写；零宽字符、同形字清干净，SynthID 采样水印只量残留、不声称能删。纯 Python 本地跑，零 LLM 零 API Key。Chinese AI-text humanizer & Claude / SynthID watermark inspector, fully offline, zero-dependency.

Works with
  • Claude
View on GitHub (opens in a new tab)

30 GitHub stars (30)

+5 in 30 days

Stars gained per day · daily snapshots since Sep 26
Stars gained per day, Sep 26 to Nov 5: +9 in total; the busiest day was Sep 27–28 with +1 stars.Sep 27–28 (2 days): +2 stars (about +1/day)Sep 29: 0 starsSep 30: 0 starsOct 1: 0 starsOct 2: 0 starsOct 3: +1 starsOct 4: 0 starsOct 5: +1 starsOct 6: 0 starsOct 7: 0 starsOct 8: 0 starsOct 9: 0 starsOct 10: +1 starsOct 11: +1 starsOct 12: +1 starsOct 13: 0 starsOct 14: 0 starsOct 15: 0 starsOct 16: +1 starsOct 17: 0 starsOct 18: 0 starsOct 19: 0 starsOct 20: 0 starsOct 21: 0 starsOct 22: 0 starsOct 23: 0 starsOct 24: 0 starsOct 25: 0 starsOct 26: 0 starsOct 27: 0 starsOct 28: 0 starsOct 29: 0 starsOct 30: 0 starsOct 31: 0 starsNov 1: 0 starsNov 2: +1 starsNov 3: 0 starsNov 4: 0 starsNov 5: 0 stars
Stars gained between daily snapshots
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Sep 27–28 (2 days)+2
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  • 5 skills (5 skills found in its SKILL.md files)
  • 4 forks (4 forks)
  • 2mo ago last update (Last updated 2mo ago)

Install

Skills CLI

npx skills add swaylq/humanize-chinese

Asks which skills and agents to install. Just one: npx skills add swaylq/humanize-chinese --skill humanize-chinese — add -g for every project.

Claude Code

git clone https://github.com/swaylq/humanize-chinesecp -r "humanize-chinese" ~/.claude/skills/humanize-chinese

Copies the humanize-chinese skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add swaylq/humanize-chinese

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • humanize-chinese

    中文去 AI 腔一整套（装完即用，零 API Key —— 装了本 skill 的 agent 自己就是那个 LLM）。 六个流程：① 生成即去 AI —— 写中文时按本 skill 的写作指南落笔，初稿就不带 AI 腔； ② 复查改写 —— 产出后对照本 skill 的清单再过一遍，定点拆模板句式； ③ Python 词语替换 —— ./humanize replace 按文体自动路由词表（学术 120+ 条 / 通用 220+ 条），只做短语级、只在子句边界替换，改完自动核对数字/专名/段落； ④ Claude 腔转中文 —— 把 Claude 助手腔的中文改写成平实中文， 规则提炼自 gvzdv/claudish-to-english 并本地化； ⑤ 去水印 —— ./humanize watermark 扫清零宽字符/双向控制符/同形替身， 并对照 guillaumemeyer/…

    SKILL.md on GitHub (opens in a new tab)

  • deai-rewrite

    给已经写好的中文去 AI 腔。六段流水线的第二段：输入可以是第一段的产物， 也可以是用户手上任何一篇 AI 生成的稿子。做法是定点修改，不是重写 —— 只动踩线的句子，没踩线的一个字不碰。它只能删掉 AI 腔，补不出人味。 这份文件和 write-cn 一样，刻意写成它要求的那种中文： 指令的版式会被模型当范文，清单腔教出清单腔。

    skills/deai-rewrite/SKILL.md on GitHub (opens in a new tab)

  • declaude-cn

    把 Claude 腔的中文改写成平实自然的中文。六段流水线的第四段： 专拆 Claude 的助手腔 —— 对话残留、客套、解释癖。稿子整体的 AI 模板句式归第二段管。 规则提炼自开源项目 gvzdv/claudish-to-english（2.4k star）的内置改写 prompt， 本地化成中文，由 agent 直接执行，不需要装它的插件。

    skills/declaude-cn/SKILL.md on GitHub (opens in a new tab)

  • proofread-cn

    六段流水线的第六段：纠错顺句。修四类东西 —— 错词、病句、标点， 以及读着拗口、语义不畅、用词不准的地方，轻手顺一顺。 不增删信息、不调句序、不做风格改造；写得没毛病的句子一个字不动。

    skills/proofread-cn/SKILL.md on GitHub (opens in a new tab)

  • write-cn

    写中文的时候直接绕开 AI 腔，而不是写完再洗。给 LLM 当写作指令用：喂进题目和文体， 产出的初稿就已经没有模板句式、没有价值拔高骨架、没有等厚段落。 这是六段流水线的第一段。第一段决定文章有没有人味，后面几段只能修，补不出来。 这份文件本身刻意写成它要求的那种中文 —— 指令文档的版式和语气会被模型当范文模仿， 一份满是加粗和编号清单的规范，教出来的就是加粗和编号清单。

    skills/write-cn/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.