Agent skill

Web Novel Polishing and De-AI

by uu201 in uu201/character-arc

Polishes AI-generated web novel text to remove machine-sounding patterns, with rewriting strategies, instruction templates, style techniques and before-and-after examples.

MITAuto-check passedWriting & Content

SKILL.md written in Chinese; this summary is our English description.

Install Web Novel Polishing and De-AI

skills CLI
$ npx skills add uu201/character-arc --skill novel-polishing -a claude-code

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

GitHub CLI
$ gh skill install uu201/character-arc novel-polishing --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/Distilled-Novel-Toolbox/novel-polishing .claude/skills/novel-polishing && 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
novel-polishing
GitHub stars
583
Used in
1 other repo
Token cost
~508 tokens
SKILL.md length
85 words
Files
6 (incl. references)
Skills in repo
26
Repo updated
First seen
Licence
MIT

At a glance

Polishes AI-generated web novel text to remove machine-sounding patterns, with rewriting strategies, instruction templates, style techniques and before-and-after examples.

  • Works in 6 steps: 改写机械句式 → 添加口语化表达 → 融入个人轶事和观点 → …
  • Polishing AI-drafted web novel chapters so they read less mechanical
  • SKILL.md covers Purpose, When to Use, Instructions and Bundled Resources, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

This skill helps authors turn AI-assisted drafts into prose with a more human voice. Its core strategies are rewriting mechanical sentence patterns such as first-second-finally lists and rigid opening-body-summary paragraphs, adding colloquial words and inner monologue, working in personal anecdotes and opinions, varying sentence length, using figurative language, and allowing some irregular or incomplete expressions.

It supplies ready-made polishing instructions for general de-AI work, battle scenes, emotional scenes and dialogue, plus style-enhancement techniques such as swapping generic words for vivid ones and trimming over-explanation. Reference files cover an index, de-AI techniques, a command template library, style enhancement and before-and-after examples, and a closing checklist verifies each change. Some guidance carries target figures for filler words, sentence-length variation and rhetoric density. The text is in Chinese and marked as compatible with opencode.

When your agent uses it

  • Polishing AI-drafted web novel chapters so they read less mechanical
  • Rewriting a battle or emotional scene with more sensory detail
  • Making each character's dialogue sound more distinct

Example prompts

  • “Polish this chapter so it sounds less like AI, keeping the plot and key information.”
  • “Rewrite the fight scene with shorter sentences and sensory detail.”
  • “Give the dialogue between the two rivals more colloquial pauses and subtext.”

Requirements

  • Compatibility (from SKILL.md): opencode

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 改写机械句式
  2. 添加口语化表达
  3. 融入个人轶事和观点
  4. 调整句子长度变化
  5. 增加修辞手法使用
  6. 引入不规则表达

What it can do on your machine

Read from SKILL.md and the folder at commit 292f947. 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.

  • Compatibility

    opencode

    From compatibility in the SKILL.md frontmatter.

Context cost

Web Novel Polishing and De-AI loads about 508 tokens when it runs, and up to ~1.9k if it reads all its reference files. Until then it costs about 27 tokens; SKILL.md has 85 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~27
When it runs · the whole SKILL.md, loaded when a task matches
~508
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.9k

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 292f947, republished under its MIT licence (© uu201). 85 words, ~508 tokens.

Download SKILL.mdSave it as .claude/skills/novel-polishing/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
novel-polishing
description
网文润色与去AI味。当用户需要润色AI生成的文本、去除AIGC痕迹、改写机械句式、增加口语化表达、注入个人风格时触发。覆盖去AI化核心策略、润色指令模板、风格增强技术、前后对比案例。
compatibility
opencode
license
MIT
metadata.audience
novel-writers
metadata.version
1.0.0
manifest.category
polish
manifest.compatibility
native
manifest.enabled
true
manifest.priority
6
manifest.stages
draft
manifest.tasks
chapter-assistant, chapter-first-draft, chapter-repair
manifest.triggers
润色, 去AI味, AI痕迹, 改写, 口语化

润色与去AI味

Purpose

提供AI生成文本的润色与去AI化方法,帮助作者将AI辅助生成的内容转化为具有人性温度和个人风格的文字。

When to Use

  • 用户需要润色AI生成的网文内容
  • 用户需要去除文本中的AIGC痕迹
  • 用户需要改写机械句式
  • 用户需要增加口语化与个性化表达
  • 用户需要注入个人写作风格

Instructions

去AI化核心策略
1. 改写机械句式
  • 减少"首先…其次…最后"等完美句式
  • 打破"总-分-总"的机械结构
  • 避免每段都是"主题句+展开+总结"
  • 用不规则句式替代对称句式
2. 添加口语化表达
  • 适当使用语气词:"靠""哎""真是的""得了吧"
  • 内心独白用口语而非书面语
  • 对话中增加口头禅和语气词
  • 掺入5%口语填充词(比如、其实、不过、话说回来)
3. 融入个人轶事和观点
  • 加入主角独特的个人经历回忆
  • 插入主观评价和偏见
  • 增加不完美但真实的思考过程
  • 用个人化的比喻替代通用比喻
4. 调整句子长度变化
  • 长短句交替,避免均质
  • 关键时刻用短句增强冲击力
  • 描写时用长句增加画面感
  • 句长变异系数保持在0.3-0.5
5. 增加修辞手法使用
  • 用比喻替代直白描述
  • 用通感增加感官层次
  • 用留白替代过度解释
  • 修辞密度控制在15-25%
6. 引入不规则表达
  • 偶尔打破语法规则(口语中合理)
  • 使用不完整句子
  • 插入突然的思路跳跃
  • 增加自我纠正和犹豫
润色指令模板

通用去AI化指令:

减少过于完美的句式结构,添加适当不规则表达,使用具个性化语言,偶尔用口语化表达,避免机械化段落结构,保留核心信息和意图,使用2-3成复合句,掺入5%口语填充词(比如、其实、不过等)

战斗场景润色:

增强动作描写的画面感,使用短句增强节奏,添加感官细节(触觉/听觉/嗅觉),减少过度解释,让动作本身说话,加入主角的即时感受和判断

情感场景润色:

增加内心独白的真实感,使用不完整的思绪,添加身体反应描写(心跳/手抖/呼吸),减少直白的情感陈述,用行为和细节暗示情感

对话润色:

增加口语化程度,添加语气词和停顿,为每个角色设计独特的说话方式,增加潜台词和言外之意,减少信息量过大的对话
风格增强技术
  1. 词汇替换:将通用词替换为更具画面感的词
  2. 句式变换:将陈述句变为反问/感叹/倒装
  3. 细节增加:在关键处添加感官细节
  4. 节奏调整:长短句交替,快慢节奏切换
  5. 留白处理:删除过度解释,留给读者想象

Bundled Resources

  • references/index.md — 润色工程索引
  • references/de-ai-techniques.md — 去AI化技术详解
  • references/polishing-commands.md — 润色指令模板库
  • references/style-enhancement.md — 风格增强技术
  • references/before-after-examples.md — 前后对比案例

Checklist

  • 机械句式已改写
  • 口语化表达已添加
  • 个人风格已注入
  • 句长变化自然
  • 修辞手法适度
  • 不规则表达合理
  • AIGC痕迹已降低

© 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 5 other files (references) in resources/skills/Distilled-Novel-Toolbox/novel-polishing of uu201/character-arc.

  • SKILL.md
  • references/before-after-examples.md
  • references/de-ai-techniques.md
  • references/index.md
  • references/polishing-commands.md
  • references/style-enhancement.md

Open the folder on GitHubat commit 292f947

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in uu201/character-arc, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Web Novel Polishing and De-AI 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.

Web Novel Polishing and De-AI compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Web Novel Polishing and De-AI this skilluu201/character-arc5831 repos~508Automated safety check: PassMIT
Web Novel AI-Trace Removerzenstory-ai/oh-story-claudecode7.4k1 repos~2.6kAutomated safety check: PassMIT
User-Facing Text Cleanupguillaumemeyer/watermarks-remover24k—~3.5kAutomated safety check: PassMIT
Story Multi-Perspective Reviewzenstory-ai/oh-story-claudecode7.4k3 repos~3kAutomated safety check: PassMIT
Chinese Text Humanizerop7418/Humanizer-zh19k—~2kAutomated safety check: PassMIT
Natural Japanese Business Writingcoji/natural-japanese1.9k—~2.1kAutomated safety check: PassMIT

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Questions about Web Novel Polishing and De-AI

What does Web Novel Polishing and De-AI do?

Polishes AI-generated web novel text to remove machine-sounding patterns, with rewriting strategies, instruction templates, style techniques and before-and-after examples. This skill helps authors turn AI-assisted drafts into prose with a more human voice. Its core strategies are rewriting mechanical sentence patterns such as first-second-finally lists and rigid opening-body-summary paragraphs, adding colloquial words and inner monologue, working in personal anecdotes and opinions, varying sentence length, using figurative language, and allowing some irregular or incomplete expressions.

When should I use Web Novel Polishing and De-AI?

Web Novel Polishing and De-AI fits situations like: polishing AI-drafted web novel chapters so they read less mechanical; rewriting a battle or emotional scene with more sensory detail; making each character's dialogue sound more distinct.

How do I install Web Novel Polishing and De-AI in Claude Code?

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

How do I install Web Novel Polishing and De-AI in Codex?

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

Can I use Web Novel Polishing and De-AI 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 novel-polishing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/novel-polishing, .gemini/skills/novel-polishing, .github/skills/novel-polishing and .opencode/skills/novel-polishing in your project.

What does Web Novel Polishing and De-AI need to run?

SKILL.md names no scripts, command-line tools or credentials: Web Novel Polishing and De-AI is instructions for the agent only. Compatibility (from SKILL.md): opencode.

Does Web Novel Polishing and De-AI 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 Web Novel Polishing and De-AI 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 Web Novel Polishing and De-AI use?

Web Novel Polishing and De-AI is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Web Novel Polishing and De-AI use?

About 508 tokens (SKILL.md is roughly 2k 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 1.4k tokens, read only when the agent opens those files.

What are the alternatives to Web Novel Polishing and De-AI?

Skills that share tags, products or a category with Web Novel Polishing and De-AI: Web Novel AI-Trace Remover (zenstory-ai/oh-story-claudecode, 7.4k stars), User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 24k stars), Story Multi-Perspective Review (zenstory-ai/oh-story-claudecode, 7.4k stars) and Chinese Text Humanizer (op7418/Humanizer-zh, 19k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Web Novel Polishing and De-AI?

uu201 (a GitHub user) maintains it in uu201/character-arc, which has 583 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 9, 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.