humanizer-zh

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

Updated Jun 11, 2026
One-click install
npx skills add https://github.com/YuukiMarine/websiteskills --skill humanizer-zh-yuukimarine
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/YuukiMarine/websiteskills/tree/main/skills/humanizer-zh
Command: npx skills add https://github.com/YuukiMarine/websiteskills --skill humanizer-zh-yuukimarine

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill addresses the issue of identifying and correcting the artifacts that characterize AI-generated text, helping editors make text sound more natural and human-like.

Core Features & Use Cases

  • AI Text Artifacts Detection and Correction: Identify patterns such as overblown symbolism, promotional language, superficial analyses ending with -ing, ambiguous attribution, excessive use of dashes, three-point rules, AI jargon, negated tricolon, and excessive conjunctions.
  • Style Improvement: Revise text to remove AI-generated styles like repetitive sentence structure, lack of personal opinion, and avoidance of uncertainty, ensuring it reads more naturally.
  • Use Case: Perfect for editors and writers who need to edit or review text for AI-generated elements and improve readability and style.

Quick Start

humanizer-zh your_document.txt

Frequently Asked Questions about humanizer-zh

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

FAQPage Schema
How do I detect AI-generated artifacts in text and make it sound natural?

To humanize text and eliminate AI-generated artifacts, analyze the document to detect specific AI language patterns like overblown symbolism, promotional language, and ambiguous attribution. Correcting these constructs ensures the revised content reads naturally and sounds human-like.

What specific language patterns indicate AI-generated content?

AI-generated content typically features artifacts such as superficial analyses ending with -ing, excessive use of dashes, three-point rules, AI jargon, negated tricolon, and excessive conjunctions. Identifying these specific constructs helps isolate machine-written text for correction.

How do I remove AI writing styles from a document?

Removing AI writing styles involves revising repetitive sentence structures, inserting personal opinions, and reducing the avoidance of uncertainty. This style improvement process alters the text to eliminate AI-generated elements and improve overall readability.

Can I use text editing tools to humanize AI-generated content for editorial review?

Yes, this text editing approach is designed for editors and writers who need to review text for AI-generated elements. It analyzes and corrects AI artifacts, making it suitable for workflows focused on improving readability and natural language style.

Why does AI-generated text lack personal opinion and natural readability?

AI-generated text lacks personal opinion and natural readability due to programmed language patterns that favor repetitive sentence structures and avoid uncertainty. Detecting and altering these specific AI constructs restores a more natural, human-like voice to the content.