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op7418/Humanizer-zh

A Claude Code skill, the Chinese edition of Humanizer, that edits Chinese text to remove empty filler, repetition and templated AI-style phrasing while keeping facts intact.

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What is it?

Humanizer-zh is a Chinese-language editing guide packaged as a Claude Code skill. An agent reads it and rewrites existing articles, comments and documents to cut filler phrases, repeated structures and formulaic expressions. It is designed to preserve facts, stated certainty, attribution and the author's voice, and it returns a finished revision by default, with the option to only review and suggest changes.

The project is an editing checklist rather than a detector. It organizes 31 checkpoints into six groups covering things like false contrasts, rigid three-part lists, overused abstract words, decorative headings, chatbot residue and Chinese-specific patterns such as stacked long modifiers and four-character phrase lists. Sentences without problems are left unchanged.

It works on pasted text or on files such as Markdown, keeping code, commands, paths, links, YAML, data and headings intact. Installation is through npx skills add or by copying the folder into the Claude Code skills directory.

Key features

  • 01Removes empty filler, repetitive phrasing and templated sentence patterns from Chinese text.
  • 02Preserves facts, conditions, attributions, time references and the level of certainty in the original.
  • 03Offers a review-only mode that suggests edits without changing the file.
  • 04Organizes 31 checkpoints into six categories for reference.
  • 05Keeps code, commands, paths, links and YAML intact when editing files.

Use cases

  • Polishing a blog post or article draft in Chinese before publishing.
  • Tidying up comments, reviews or documentation written in a formulaic style.
  • Reviewing a Markdown document for filler and repeated structures without altering its facts.

Quick start

  1. 1

    Install the skill with npx

    npx skills add https://github.com/op7418/Humanizer-zh.git
  2. 2

    Or clone the repo into the Claude Code skills directory

    git clone https://github.com/op7418/Humanizer-zh.git ~/.claude/skills/humanizer-zh
  3. 3

    Restart Claude Code or reload skills, then invoke the skill in a chat

    /humanizer-zh

Things to know

  • It is an editing guide read by an AI agent, not a standalone detection program.
  • It does not guarantee passing any AI-text detector.
  • It requires Claude Code to run.

In collections

Claude Code tools, skills & pluginsAI agent skill librariesStatic site generators & documentation tools

Topics

#chinese#writing#text-editing#claude-code#skills#prompt-engineering#markdown

FAQ

What is Humanizer-zh?
A Claude Code skill, the Chinese edition of Humanizer, that edits Chinese text to remove empty filler, repetition and templated AI-style phrasing while keeping facts intact. Humanizer-zh is a Chinese-language editing guide packaged as a Claude Code skill. An agent reads it and rewrites existing articles, comments and documents to cut filler phrases, repeated structures and formulaic expressions. It is designed to preserve facts, stated certainty, attribution and the author's voice, and it returns a finished revision by default, with the option to only review and suggest changes.
Is Humanizer-zh free to use? What license does it have?
Humanizer-zh is open source under the MIT license. Check the license terms before using it in commercial products.
Is Humanizer-zh still maintained?
Updated within 6 months. The last commit to Humanizer-zh was on Sep 23, 2026.
What can I use Humanizer-zh for?
Polishing a blog post or article draft in Chinese before publishing. Tidying up comments, reviews or documentation written in a formulaic style. Reviewing a Markdown document for filler and repeated structures without altering its facts.
How do I install Humanizer-zh?
Install the skill with npx: npx skills add https://github.com/op7418/Humanizer-zh.git Or clone the repo into the Claude Code skills directory: git clone https://github.com/op7418/Humanizer-zh.git ~/.claude/skills/humanizer-zh Restart Claude Code or reload skills, then invoke the skill in a chat: /humanizer-zh
Where can I get Humanizer-zh?
The source code and installation instructions are on GitHub: https://github.com/op7418/Humanizer-zh

Summary generated by AI from the project's README. GitHub stats refresh daily.

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