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Humanizer-zh Skill

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Humanizer-zh is an AI humanizer that rewrites Chinese text to eliminate AI patterns, delivering natural and human-like writing. Start free in seconds.

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Explore a production-ready Chinese AI humanization report powered by this Skill.

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Run Your First Task

  1. AI agent installation log showing setup of the Humanizer-zh skill from the op7418/Humanizer-zh GitHub repository using an npx skills add command. The interface explains that an existing English humanizer skill is already installed, then identifies Humanizer-zh as a Chinese-language humanizer designed to detect and remove AI writing patterns in Chinese text. The workflow handles interactive agent selection with a -y flag, verifies accessibility, and confirms installation into the Hermes Agent skills directory. The summary notes that the skill covers 24 AI-writing patterns across content structure, grammar, style, and communication, including inflated significance, promotional language, vague attribution, AI vocabulary, em dash overuse, rule-of-three phrasing, and filler expressions, with a five-dimension quality scoring system totaling 50 points.
    01

    Install

    Add the Chinese AI Humanizer Skill to your AI agent.

  2. AI agent workflow screen showing a detailed prompt for using a Chinese humanizer skill to transform AI-generated Chinese text into natural, human-like writing for FlowMind, an AI productivity startup. The prompt defines the role as an editorial language director and Chinese content optimization specialist, with requirements to remove mechanical phrasing, translation artifacts, repetitive structures, overly formal tone, and template-like expressions while preserving meaning and improving readability, rhythm, emotional resonance, and cultural naturalness. The workflow log below shows the agent loading the humanizer-zh skill, creating a PDF with before-and-after comparisons, resolving quote escaping issues, switching to a Unicode Chinese font, and verifying the generated PDF output.
    02

    Humanizer Content

    Provide AI-generated Chinese text to rewrite with a more natural, native writing style.

  3. A clean editorial case study cover page for FlowMind focused on copy humanization. The page headline reads 'Make the copy sound human. Make the product easier to understand.' Supporting text describes it as an English content humanization case study covering brand narrative, source critique, rewrite, and editorial notes. A centered label reads 'EDITORIAL CASE STUDY'. A highlighted project brief box explains the goal of refining FlowMind's core website copy while preserving the product promise of organizing information, automating workflows, and collaborating with AI agents, while removing machine-written tech marketing language. The footer includes an editorial principle emphasizing that specificity, action, and credibility matter more than sweeping claims or noise.
    03

    Refine Expressions

    Receive polished content with improved fluency, tone, and readability while preserving the original intent.

Install command

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

About

Humanizer-zh is an AI humanizer that helps editors, marketers, and researchers transform AI-generated Chinese text into authentic, human-quality writing. It removes robotic patterns like overused buzzwords and awkward structures, turning stiff drafts into natural content that connects with real readers.

Unlike basic rewriters, it identifies 24 specific AI writing traces grouped into content, language, style, and communication categories. Adapted for Chinese conventions, it corrects issues from tricolon abuse to title-case titles, ensuring the output feels genuinely handcrafted.

Whether you're refining marketing copy, polishing academic abstracts, or blogging, Humanizer-zh works directly inside Claude Code with a simple slash command. Install in one line, then tell it which text to humanize — the tool rewrites while preserving core meaning and adding human warmth.

Key features

What makes it powerful

  • 24 AI Pattern Detection

    The AI humanizer identifies and fixes 24 specific AI writing traces across content, language, style, and communication.

  • Chinese Language Optimization

    Tailored for Chinese text, adapting patterns like title case, tricolon, and terminology to local writing conventions.

  • One-Command Installation

    Install instantly with npx skills add and start humanizing text without complex setup or API keys.

  • Natural Rewriting Guidelines

    Combines pattern detection with human-centric rewriting principles to ensure output is vivid, opinionated, and not just “clean”.

  • AI Vocabulary Warnings

    Flags overused AI buzzwords like “additionally”, “showcases”, and “tapestry”, helping you avoid robotic phrasing.

Use cases

When to reach for it

  • HUMANIZE MARKETING COPY

    Transform AI-generated promotional text into genuine, engaging copy that resonates with real readers.

  • REFINE ACADEMIC WRITING

    Remove AI traces from research summaries and abstracts while preserving scientific precision.

  • POLISH BLOG POSTS

    Convert stiff AI drafts into conversational, opinionated articles that readers enjoy.

SKILL.md

Humanizer-zh: AI Writing Trace Removal Tool (Chinese Version)

Disclaimer:

  • The core files of this project are translated from blader/humanizer
  • The utility parts (core rules, quick checklist, quality scoring) reference hardikpandya/stop-slop
  • The original project is based on Wikipedia's Signs of AI writing guide

Project Introduction

Humanizer-zh is a tool for removing AI-generated traces from text, helping you rewrite AI-generated content to sound more natural and human-written.

This project is suitable for:

  • Editing and reviewing AI-generated content
  • Improving the human-like quality of articles
  • Learning to identify common AI writing patterns

Installation

Method 1: One-click install via npx (Recommended)

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

This is the simplest installation method, automatically installing the skill to the correct directory.

Method 2: Clone via Git

# Clone to Claude Code's skills directory
git clone https://github.com/op7418/Humanizer-zh.git ~/.claude/skills/humanizer-zh

Method 3: Manual Installation

  1. Download this project's ZIP file or clone to local

  2. Copy the Humanizer-zh folder to Claude Code's skills directory:

    • macOS/Linux: ~/.claude/skills/
    • Windows: %USERPROFILE%\.claude\skills\

  3. Ensure the folder structure is as follows:

    ~/.claude/skills/humanizer-zh/
├── SKILL.md       # Skill definition file (Chinese version)
└── README.md      # Documentation

Verify Installation

After restarting Claude Code or reloading skills, enter in the conversation:

/humanizer-zh

If installed successfully, the skill will be activated.

Usage

Basic Usage

In Claude Code, you can use Humanizer in the following ways:

1. Invoke the skill directly
/humanizer-zh Please humanize the following text:

[Paste your AI-generated text]
2. Use in conversation
Please use humanizer to rewrite this passage to make it more natural:

This project serves as proof of our team's commitment to innovation. Additionally, it showcases our key role in the ever-evolving technological landscape.
3. Process file content
/humanizer-zh Please humanize the content in article.md

Usage Scenario Examples

Scenario 1: Rewrite marketing copy

Input:

/humanizer-zh
Located in the picturesque center of Hangzhou, this café boasts rich cultural heritage and breathtaking decor. It serves as the focal point of the city's coffee culture, offering customers a seamless, intuitive, and vibrant experience.

Output Example:

This café has been in downtown Hangzhou for three years, known for its pour-over coffee and renovated old building space.

Scenario 2: Rewrite academic abstract

Input:

/humanizer-zh
This study delves into the critical role of machine learning in medical diagnosis, highlighting its importance in the ever-evolving healthcare landscape. Additionally, it lays a solid foundation for the future development of this field.

Output Example:

This study analyzed the application of machine learning in medical diagnosis, focusing on early lung cancer screening. It used 5,000 medical records from 2019–2023.

Scenario 3: Rewrite blog posts

Input:

/humanizer-zh
Artificial intelligence is not just a technology; it is a revolution in the way we think about the future. Industry experts believe it will have a lasting impact on society as a whole.

Output Example:

I keep thinking about how AI will change the way we work. Last week, chatting with a few friends in product development, some were excited, some worried about job loss—the truth probably lies somewhere boring in between.

Detectable AI Writing Patterns

This tool can identify and fix 24 types of AI writing traces, divided into four categories:

📝 Content Patterns (6 types)

  1. Overemphasis on significance, legacy, and broader trends
  2. Overemphasis on popularity and media coverage
  3. Superficial analysis ending with -ing
  4. Promotional and advertising language
  5. Vague attribution and ambiguous wording
  6. Token "challenges and future outlook" sections

🔤 Language and Grammar Patterns (6 types)

  1. Overused "AI vocabulary"
  2. Avoidance of "to be" (copula avoidance)
  3. Negative parallelism
  4. Overuse of the rule of three
  5. Deliberate synonym swapping (synonym cycling)
  6. False scope

🎨 Style Patterns (6 types)

  1. Overuse of dashes
  2. Overuse of bold
  3. Inline heading vertical lists
  4. Title case in headings
  5. Emojis
  6. Curly quotes

💬 Communication Patterns and Filler Words (6 types)

  1. Collaborative communication traces
  2. Knowledge cutoff disclaimers
  3. Ingratiating / sycophantic tone
  4. Filler phrases
  5. Over-qualification
  6. Generic positive conclusions

File Description

  • SKILL.md - Chinese version skill definition file
  • README.md - This documentation

Note: For the English original, see blader/humanizer

Manual Usage Method

Basic Workflow

  1. Identify AI patterns - Scan text against the 24 patterns listed in SKILL.md
  2. Rewrite problematic segments - Replace AI traces with natural expressions
  3. Preserve core meaning - Ensure information completeness
  4. Maintain appropriate tone - Match the intended style of the text
  5. Inject authentic personality - Give the text a "human touch"

Key Principles

✨ Not just "clean," but "vivid"

Avoiding AI patterns is just the foundation; good writing needs an authentic human voice:

  • Have an opinion - Don't just report facts; react to them
  • Vary rhythm - Mix long and short sentences
  • Acknowledge complexity - Real people have mixed feelings
  • Use "I" appropriately - First person is a sign of honesty
  • Allow some messiness - Perfect structure can feel mechanical
  • Be specific about feelings - Replace abstract summaries with concrete details
Example Comparison

Before rewriting (AI flavor):

The new software update serves as proof of the company's commitment to innovation. Additionally, it provides a seamless, intuitive, and powerful user experience—ensuring users can efficiently achieve their goals. This is not just an update, but a revolution in the way we think about productivity.

After rewriting (humanized):

The software update added batch processing, keyboard shortcuts, and offline mode. Early feedback from test users is positive—most report faster task completion.

Changes:

  • Removed exaggerated symbolism ("serves as proof")
  • Removed AI vocabulary ("additionally," "seamless")
  • Removed rule of three ("seamless, intuitive, and powerful")
  • Removed negative parallelism ("not just... but...")
  • Added specific features and real feedback

Common AI Vocabulary Warning List

The following words appear with unusually high frequency in AI-generated text:

  • Additionally, crucial, delve into, emphasize
  • Enduring, enhance, foster, gain
  • Highlight, interplay, complex/complexity
  • Landscape (abstract noun), pivotal, showcase
  • Tapestry (abstract noun), testament, underscore
  • Valuable, vibrant

Contributing

If you find translation issues or want to improve the documentation, please submit an Issue or Pull Request.

Chinese Context Specifics

During translation and adaptation, we considered the characteristics of Chinese writing:

  • Some English patterns manifest differently in Chinese (e.g., title case issues)
  • Added examples suitable for Chinese context
  • Adjusted some expressions to align with Chinese conventions

References

  • Wikipedia: Signs of AI writing - Original guide source
  • WikiProject AI Cleanup - Wikipedia AI Cleanup Project
  • blader/humanizer - Original English project
  • hardikpandya/stop-slop - Inspiration for the utility sections

License

This translation project follows the license of the original project. The core content is based on observations and summaries from the Wikipedia community.

Tip: This tool is not designed to "deceive" AI detectors but to genuinely improve writing quality. The best way to "de-AI" text is to give it authentic human thought and voice.

FAQ