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Proofread

Community
tance-mang
proofread

中文网文错别字校对与敏感词/违禁内容过审检查。当用户要查错别字(的地得/在再/做作等)、查敏感词违禁词、投稿前过审自检、问"这段会不会被屏蔽/被标红/过不了审"、或要"像番茄那样标出错字并给一键替换建议"时使用。逐句扫描,给出"原词→建议词"对照供作者一键替换。

Overview

Publishertance-mang
Repositorychinese-webnovel-skills
Skill nameproofread
Stars
96
Forks
15
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by tance-mang on GitHub. Read the source before you install it.

Installation

Install the Proofread AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/tance-mang/chinese-webnovel-skills/tree/main/skills/proofread
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/tance-mang/chinese-webnovel-skills.git /tmp/chinese-webnovel-skills
mkdir -p .claude/skills
cp -r /tmp/chinese-webnovel-skills/skills/proofread .claude/skills/proofread
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Proofread in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Proofread on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Proofread is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

错别字校对与过审检查(proofread)

模仿番茄/起点提交后台的"标红 + 一键替换"体验:扫一遍正文,揪出错别字和可能触发平台审核的敏感/违禁内容,每处给"原句 → 改后"对照,作者照着替换即可。

何时用

  • 查错别字(的/地/得、在/再、做/作、即/既…)
  • 投稿/发布前过审自检:"这段会不会被标红/屏蔽/过不了"
  • 要"像番茄那样"标出问题词 + 给替换建议

⚠️ 能力边界(务必如实告诉作者):

  • 错别字:按句子意思判断同音/形近误用,准确度高,可放心用。
  • 敏感词/违禁:各平台的确切屏蔽词库是内部机密且时常变动,本技能给的是基于公开审核常识的启发式排查(覆盖政治/色情/暴恐/赌毒/迷信/真实品牌人名等大类 + 常见踩雷),是"安全网"不是"保证命中番茄后台的每一个词"。最终以平台实际审核为准;拿不准的词建议作者自行替换或上报平台。
  • 需要核对"某平台当下的公开内容规范"时,可联网查(同 trends 的联网能力)。

工作流

第 1 步:错别字扫描

逐句按意思判断,常见类型(详见 references/sensitive-words.md 错别字高频对):

  • 同音误用:的/地/得、在/再、做/作、需/须、即/既、账/帐、应该/因该
  • 形近误用:辩/辨/辫、急燥(→躁)、迫不急待(→及)
  • 多字/漏字/重字:“他他走了”“走了进去去”
  • 成语写错:“迫不及待”“川流不息”“黄粱一梦”
  • 标点:.../。。。→“……”、并列误用句号→顿号(与 deslop 一致)

第 2 步:敏感/违禁扫描(按大类排查,见 references/sensitive-words.md)

  • 涉政/时政、领导人/真实政治人物
  • 色情低俗、过度性描写、擦边
  • 暴力血腥、自杀自残的具体方法、教唆/传授犯罪方法
  • 赌博、毒品、违禁药物的具体操作
  • 封建迷信/宗教渲染(区别于"修真设定",看是否引导现实迷信/破坏宗教政策/邪教)
  • 真实品牌/商标/药名/真实人名地名(易被判广告或侵权)
  • 辱骂脏话、地域/群体歧视
  • 价值观红线、未成年相关红线(含校园未成年暴力)

第 2.5 步:番茄"发布"平台特有规范(长篇连载,易忽略,见 sensitive-words.md 二·补)

  • 情节无关内容:求过审/请假/小剧场/作者吐槽 → 移出正文,发"作者有话说"
  • 写作不规范:拼音/字母替代敏感词、乱码、不分段、无标点 → 标出改规范
  • 引导关注:正文里的 QQ群/微信/微博/公众号/"加我进群" → 全删

第 3 步:输出"标红 + 一键替换"清单

【校对报告 · 第 N 章 / 选段】
字数:__  错别字:__ 处  敏感/违禁疑似:__ 处

—— 错别字 ——
① 第_段“他在做什么”→“他在作什么”?… 按"作为"应为“作”|原句:……
   建议替换:做 → 作
② 第_段“迫不急待”→“迫不及待”
   建议替换:急 → 及

—— 敏感/违禁(疑似,按平台审核常识)——
① 第_段“<触发词/句>”类别:涉政|风险:高
   建议改写:……(给 1–2 个安全替换)
② 第_段“<真实品牌名>”类别:商标/广告嫌疑|风险:中
   建议替换:用虚构名“XX”

【优先处理】高风险敏感项先改;错别字可批量替换。

原则

  • 每处都给"原词→建议词",让作者像点番茄的"一键替换"一样照改。
  • 错别字按句子意思判断,不是机械匹配("做/作"看语境)。
  • 敏感项标类别 + 风险等级 + 替换,并说明这是启发式、以平台为准。
  • 不误伤:修真/玄幻的"法术/境界"、合理剧情冲突不算违禁;只标真正可能触审的。

配合

  • 投稿三章签约体检(节奏/钩子/字数门槛)→ submission
  • 文字手感/AI 味 → deslop、aidetect
  • 当下平台公开规范联网核对 → trends

Frequently asked questions

What does the Proofread AI skill do?

中文网文错别字校对与敏感词/违禁内容过审检查。当用户要查错别字(的地得/在再/做作等)、查敏感词违禁词、投稿前过审自检、问"这段会不会被屏蔽/被标红/过不了审"、或要"像番茄那样标出错字并给一键替换建议"时使用。逐句扫描,给出"原词→建议词"对照供作者一键替换。

Why use Proofread on TypingMind?

Because you install it once and use it with any model. Proofread is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Proofread in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/tance-mang/chinese-webnovel-skills/tree/main/skills/proofread. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Proofread?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Proofread?

As many as you like. As long as a model supports skills, you can use Proofread with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Proofread AI skill free?

Yes. It is published on GitHub by tance-mang under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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