humanizer-zh

Detect and correct AI-generated text patterns in Chinese writing.

252|36|Updated Feb 25, 2026
One-click install
npx skills add https://github.com/Mizoreww/awesome-claude-code-config --skill humanizer-zh-mizoreww
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/Mizoreww/awesome-claude-code-config/tree/main/skills/humanizer-zh
Command: npx skills add https://github.com/Mizoreww/awesome-claude-code-config --skill humanizer-zh-mizoreww

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps remove the traces of AI-generated text, making writing sound more natural and human-like, especially for editing or reviewing texts.

Core Features & Use Cases

  • Detect and Correct AI Patterns: Identify and fix patterns like exaggerated symbolism, propagandistic language, shallow analysis ending with "-ing", vague attribution, overuse of em dashes, three-part rule, AI vocabulary, negative parallelism, and excessive connective phrases.
  • Improve Readability: Make texts more readable and engaging by injecting personality and context.
  • Customizable Rules: Apply custom rules and guidelines based on specific writing contexts.

Quick Start

Apply the humanizer-zh skill to the text you want to humanize.

Frequently Asked Questions about humanizer-zh

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI traces from text to make it sound more human?

To remove AI traces from text, you need to detect and correct specific AI-generated patterns like exaggerated symbolism, vague attribution, and propagandistic language. This process enhances readability and injects personality to make the writing sound more natural and human-like.

What specific AI writing patterns should I look for when humanizing text?

When humanizing text, look for specific AI writing patterns including shallow analysis ending with "-ing", overuse of em dashes, three-part rules, AI vocabulary, negative parallelism, and excessive connective phrases. Correcting these patterns removes AI traces and improves readability.

Can I apply custom rules for text humanization in different writing contexts?

Yes, you can apply custom rules and guidelines for text humanization based on specific writing contexts. Customizing the text editing process ensures the humanization aligns with your desired tone while still detecting and correcting AI-generated language patterns.

Why does my AI-generated text sound unnatural and how do I fix it?

AI-generated text sounds unnatural due to patterns like negative parallelism, vague attribution, and excessive connective phrases. You can fix this by applying text humanization techniques that correct these AI vocabulary patterns, injecting personality and context to improve readability.

Does this text humanization approach work for reviewing and editing existing documents?

Yes, this text humanization approach is specifically designed for editing and reviewing existing texts. By detecting and correcting AI patterns like propagandistic language and overuse of em dashes, it enhances the readability of documents and makes them sound more natural.