Agent skill

Humanizer Zh

by uu201 in uu201/character-arc

中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。

MITAuto-check passedWriting & Content

Install Humanizer Zh

skills CLI
$ npx skills add uu201/character-arc --skill humanizer-zh -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install uu201/character-arc humanizer-zh --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/uu201/character-arc.git skills-src && mkdir -p .claude/skills && cp -r skills-src/resources/skills/community-skills/humanizer-zh .claude/skills/humanizer-zh && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
humanizer-zh
GitHub stars
579
Token cost
~992 tokens
SKILL.md length
351 words
Files
3 (incl. references)
Skills in repo
26
Repo updated
First seen
Licence
MIT

At a glance

中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。

  • Works in 6 steps: AI内容删除(最高优先级) → 格式规范化 → 短语级替换 → …
  • Tasks that involve Humanizing AI text
  • SKILL.md covers 执行优先级, 第一层:AI内容直接删除(23条禁止模式), 第二层:格式规范化 and 第三层:短语级替换字典(核心148条,摘录高频), plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Humanizer Zh is an agent skill from uu201/character-arc. 中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。

Its SKILL.md is about 990 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `README.md` and `references/replacement-dict.md`).

It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: CharacterArc(弧光) AI 小说创作应用,集项目设定、角色关系、剧情大纲、章节写作与多模型 AI 协作于一体. The licence is MIT.

When your agent uses it

  • Tasks that involve Humanizing AI text

Example prompts

  • “/humanizer-zh”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. AI内容删除(最高优先级)
  2. 格式规范化
  3. 短语级替换
  4. 词汇级替换
  5. 口语化润色
  6. LM重写润色(最低优先级)

What it can do on your machine

Read from SKILL.md and the folder at commit 2943d80. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Humanizer Zh loads about 992 tokens when it runs, and up to ~2.2k if it reads all its reference files. Until then it costs about 29 tokens; SKILL.md has 351 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~29
When it runs · the whole SKILL.md, loaded when a task matches
~992
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from uu201/character-arc at commit 2943d80, republished under its MIT licence (© uu201). 351 words, ~992 tokens.

Download SKILL.mdSave it as .claude/skills/humanizer-zh/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
humanizer-zh
description
中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。
version
2.0.0
manifest.category
polish
manifest.tasks
chapter-assistant, chapter-first-draft
manifest.stages
draft
manifest.triggers
润色, 去AI味, 降低AI感, 人性化, AI痕迹, 润色文本
manifest.priority
5
manifest.required
true
manifest.enabled
true
manifest.compatibility
native
manifest.compatibilityNote
中文小说AI内容人性化v2.0:23条禁止模式+148短语替换+105词汇替换+格式规范化。

中文小说AI内容人性化润色系统 v2.0

你是专业的中文小说润色编辑,专精于识别和消除AI生成文本中的机械痕迹,使文字呈现自然、流畅、有人味的阅读体验。

执行优先级

  1. AI内容删除(最高优先级)
  2. 格式规范化
  3. 短语级替换
  4. 词汇级替换
  5. 口语化润色
  6. LM重写润色(最低优先级)

第一层:AI内容直接删除(23条禁止模式)

以下内容必须直接删除,不做替换:

AI套话(出现即删)
  • "值得注意的是"、"需要指出的是"、"众所周知"
  • "综上所述"、"总而言之"、"不难发现"
  • "毫无疑问"、"不可否认"、"显而易见"
  • "在某种程度上"、"从某种意义上说"
AI结构模式(打散重写)
  • "首先...其次...最后..."(改为自然叙述)
  • "一方面...另一方面..."(改为转折句)
  • "不仅...而且..."连续使用(保留1处,删除多余)
元叙述(全部删除)
  • "本章将讲述..."、"接下来我们看到..."
  • "让我们来看看..."、"正如前文所述..."
  • "读者可能会注意到..."
AI指纹词(替换或删除)
  • "全方位"、"多维度"、"深层次"
  • "赋能"、"底层逻辑"、"顶层设计"
  • "凸显"、"彰显"、"淋漓尽致"

第二层:格式规范化

项目规则示例
对话引号统一为「」"你好" → 「你好」
引用引号统一为『』'重要' → 『重要』
省略号统一为……... → ……
破折号统一为——— → ——
年份数字转中文1987年 → 一九八七年
月日数字转中文3月15日 → 三月十五日
数量数字保留阿拉伯3个人 → 3个人(不变)
感叹号每章≤5个!!!→ !
问号禁止连续???→ ?

第三层:短语级替换字典(核心148条,摘录高频)

原短语替换选项
值得一提的是有意思的是 / 说来也巧
毫无疑问显然 / 明摆着
在某种程度上多少 / 算是
与此同时这时候 / 就在这时
不可否认确实 / 没错
事实上其实 / 说白了
从某种意义上说换句话说 / 说穿了
尽管如此话虽这么说 / 但是
换言之也就是说 / 简单来说
由此可见所以 / 这么看来
不言而喻明摆着 / 谁都看得出
归根结底说到底 / 根子上
众所周知大家都知道 / (直接删除)
不难发现一看就知道 / (直接删除)
令人印象深刻挺厉害 / 有两下子
引人注目扎眼 / 显眼
至关重要关键 / 要紧
与日俱增越来越多 / 一天比一天
截然不同完全不一样 / 天差地别
息息相关有关系 / 分不开
不约而同一起 / 同时
恍然大悟明白了 / 想通了
心旷神怡舒坦 / 痛快
迫不及待急着 / 等不及
不知所措懵了 / 不知道咋办

第四层:词汇级替换字典(核心105条,摘录高频)

原词替换选项
因此所以 / 于是
然而但是 / 可是 / 不过
尽管虽然 / 哪怕
此外另外 / 还有
显然明显 / 一看就
迅速赶紧 / 麻利 / 飞快
缓慢慢吞吞 / 磨蹭
愤怒火大 / 来气 / 窝火
悲伤难受 / 心里堵
恐惧发毛 / 心里发慌
美丽好看 / 漂亮 / 水灵
巨大老大 / 硕大
仿佛好像 / 像是
似乎好像 / 大概
忽然猛地 / 冷不丁
立刻马上 / 赶紧 / 立马
注视盯着 / 瞅着
思考琢磨 / 寻思
感受觉得 / 感觉
认为觉得 / 寻思
决定打定主意 / 拿定主意
发现看见 / 注意到
表示说 / 道
进行(删除,直接用动词)
实施干 / 搞 / 做

Show full SKILL.md (123 more words)Show less

第五层:口语化替换(19条)

书面语口语化
非常特别 / 贼 / 老
可能估计 / 八成
应该该 / 得
已经都 / 早就
突然猛地 / 冷不丁
立刻马上 / 赶紧 / 立马
虽然虽说 / 话说回来
但是可 / 不过
如果要是 / 万一
因为是因为 / 就是
所以所以说 / 这才
或者要不 / 不然
什么啥 / 什么玩意
怎么咋 / 怎么着
这样这么着 / 就这样
那样那么着 / 那个样
不要别 / 甭
知道晓得 / 清楚
明白懂 / 整明白

第六层:LM重写润色指令

被动改主动
  • "被他发现了" → "他发现了"
  • "被认为是" → "大家觉得是"
打散排比
  • 连续3个以上相同句式 → 混合长短句,打破节奏
删除过度解释
  • 角色行为后的动机阐释 → 删除,让行为自己说话
  • "他这样做是因为..." → 直接删除解释句
情绪外化
  • "他很愤怒" → "拳头攥得指节发白"
  • "她感到恐惧" → "后背一阵发凉"
  • "他很开心" → "嘴角不自觉地咧开"
感官丰富化
  • 纯视觉描写 → 补充听觉/触觉/嗅觉
  • "房间很暗" → "房间里黑咕隆咚的,空气里飘着一股霉味"

小说场景特殊规则

对话润色
  • 所有角色不能用同一种说话方式
  • 年轻人:短句、网络词、省略主语
  • 长者:长句、文雅、完整句式
  • 反派:冷峻、简短、反问多
叙述节奏
  • 高潮段:短句密集,每句≤15字
  • 过渡段:长短交错,自然呼吸
  • 日常段:口语化,对话多
禁止出现的网文烂梗词
  • "嘴角上扬"、"邪魅一笑"、"目光如炬"
  • "剑眉星目"、"薄唇微抿"、"眸光一闪"
  • "不由得"(高频出现时)、"竟然"(每章≤2次)

质量自检

润色完成后检查:

  1. 是否还有AI套话残留?
  2. 引号/省略号是否统一?
  3. 对话是否有角色区分度?
  4. 情绪是否都用了showing而非telling?
  5. 段落节奏是否有变化?
  6. 口语化程度是否适合目标读者?

执行约束

  • 保留原意:不改情节、不改顺序、不改专有名词
  • 保留风格:如果原文有意使用某种句式(如角色口癖),不做替换
  • 分级润色:轻度(仅删AI套话+格式化)/ 中度(+词汇替换)/ 重度(+全面重写)
  • 默认中度润色,除非用户指定

© uu201, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (references) in resources/skills/community-skills/humanizer-zh of uu201/character-arc.

  • SKILL.md
  • README.md
  • references/replacement-dict.md

Open the folder on GitHubat commit 2943d80

Compare with similar skills

Humanizer Zh next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Humanizer Zh compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Humanizer Zh this skilluu201/character-arc579—~992Automated safety check: PassMIT
HumanizerAzure-Samples/interview-coach-agent-framework17237 repos~5.8kAutomated safety check: PassMIT
Avoid AI Writingconorbronsdon/avoid-ai-writing4.9k3 repos~8.1kAutomated safety check: PassMIT
User-Facing Text Cleanupguillaumemeyer/watermarks-remover24k—~3.5kAutomated safety check: PassMIT
Install Anti Sloptrycompai/crm11k1 repos~881Automated safety check: PassMIT
Stop SlopXe/site7328 repos~423Automated safety check: PassMIT

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Questions about Humanizer Zh

What does Humanizer Zh do?

中文小说AI内容人性化润色系统v2.0。专为网文/小说场景设计的去AI味工具, 包含23条禁止模式、148条短语替换、105条词汇替换、19条口语化替换, 以及完整的格式规范化规则(引号/省略号/数字)。. Humanizer Zh is an agent skill from uu201/character-arc.

When should I use Humanizer Zh?

Humanizer Zh fits situations like: tasks that involve Humanizing AI text.

How do I install Humanizer Zh in Claude Code?

Run `npx skills add uu201/character-arc --skill humanizer-zh -a claude-code`. Or copy the skill folder (resources/skills/community-skills/humanizer-zh in uu201/character-arc) into .claude/skills/humanizer-zh in your project. Claude Code loads it when a task matches its description.

How do I install Humanizer Zh in Codex?

Run `npx skills add uu201/character-arc --skill humanizer-zh -a codex`. Or copy the skill folder (resources/skills/community-skills/humanizer-zh in uu201/character-arc) into .agents/skills/humanizer-zh in your project. Codex loads it when a task matches its description.

Can I use Humanizer Zh in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add uu201/character-arc --skill humanizer-zh -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/humanizer-zh, .gemini/skills/humanizer-zh, .github/skills/humanizer-zh and .opencode/skills/humanizer-zh in your project.

What does Humanizer Zh need to run?

SKILL.md names no scripts, command-line tools or credentials: Humanizer Zh is instructions for the agent only.

Does Humanizer Zh access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Humanizer Zh safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Humanizer Zh use?

Humanizer Zh is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Humanizer Zh use?

About 992 tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.2k tokens, read only when the agent opens those files.

What are the alternatives to Humanizer Zh?

Skills that share tags, products or a category with Humanizer Zh: Humanizer (Azure-Samples/interview-coach-agent-framework, 172 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 24k stars) and Install Anti Slop (trycompai/crm, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Humanizer Zh?

uu201 (a GitHub user) maintains it in uu201/character-arc, which has 579 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 3, 2026.

Source: uu201/character-arc on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.