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/watermarks-remover 说明统计水印的边界; ⑥ 纠错顺句 —— 修错词、病句、标点,拗口和用词不准处轻手顺一顺;改动范围有硬校验。 另有检测(0-100 分)、风格转换、学术降重等 CLI。 Use when user says: "去AI味", "降AIGC", "人性化文本", "humanize chinese", "AI检测", "AIGC降重", "去除AI痕迹", "文本

29 stars 4 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add swaylq/humanize-chinese --skill humanize-chinese
Manual install
git clone --depth 1 https://github.com/swaylq/humanize-chinese.git /tmp/humanize-chinese
mkdir -p ~/.claude/skills
cp -r /tmp/humanize-chinese/. ~/.claude/skills/humanize-chinese

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Humanize Chinese AI Text v6

一整套中文去 AI 腔流水线。装完直接用:你(agent)负责 ①②④⑥,Python 脚本负责 ③⑤。

| 流程 | 什么时候 | 怎么做 |
|---|---|---|
| **① 生成即去 AI** | 用户让你**写**中文时 | 按下方「流程 ①:写作指南」落笔,初稿就不带 AI 腔 |
| **② 复查改写** | 拿到初稿(自己写的或用户给的)| 按下方「流程 ②:改写清单」定点过一遍,只动踩线的句子 |
| **③ 词语替换** | ② 完成后 | `./humanize replace 稿.txt -o 出稿.txt --compare` —— 自动识别文体路由词表,离线 |
| **④ Claude 腔转中文** | 稿子带 Claude 助手腔(对话残留、客套、解释癖) | 读 `skills/declaude-cn/SKILL.md` 照做,规则来自 gvzdv/claudish-to-english 的中文本地化 |
| **⑤ 去水印** | 要清文本里的 AI 水印 | `./humanize watermark inspect/clean/survive`,边界见「流程 ⑤」 |
| **⑥ 纠错顺句** | ③ 完成后 | 按下方「流程 ⑥:纠错清单」修错词、病句、标点,拗口处**轻手**顺一顺,其余不动 |

中文主线是 ①→②→③→⑥,**顺序执行**;稿子带 Claude 助手腔就在 ② 之后加跑 ④;⑤ 独立,需要时随时跑。
人味在 ① 产生,② 只能修不能补,③ 是机械替换,⑥ 纠错顺句、动作最轻。
为什么是这个顺序:实测从零写能把句长节奏做进人类区间(变异系数 0.62 vs 人类 0.52),
而事后改写只能到 0.31 —— 节奏补不回来,必须落笔时就有。

## CLI Tools

### 统一 CLI(推荐)
Read the full skill on GitHub

Details

Skill name
humanize-chinese
Repo updated
29 August 2026

FAQ

What does the Humanize Chinese skill do?

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/watermarks-remover 说明统计水印的边界; ⑥ 纠错顺句 —— 修错词、病句、标点,拗口和用词不准处轻手顺一顺;改动范围有硬校验。 另有检测(0-100 分)、风格转换、学术降重等 CLI。 Use when user says: "去AI味", "降AIGC", "人性化文本", "humanize chinese", "AI检测", "AIGC降重", "去除AI痕迹", "文本

How do I install the Humanize Chinese skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add swaylq/humanize-chinese --skill humanize-chinese. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Humanize Chinese popular?

It lives in swaylq/humanize-chinese, which has 29 GitHub stars and 4 forks, and is included in 2 curated skill lists.

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