What is Humanizer-zh?

It is a Claude Code Skill that helps identify and remove common AI-generated writing patterns from Chinese text to make it sound more natural and human-authored.

Is this tool only for Chinese text?

Yes, this specific skill is optimized for Chinese linguistic patterns and common AI-generated tropes found in Chinese language models.

How does this skill improve writing quality?

It targets specific linguistic 'crutches' such as AI buzzwords, repetitive sentence structures, and over-explanation, replacing them with concise, personality-driven alternatives.

How does the quality scoring system work?

It evaluates rewritten text on a scale of 1-10 across five dimensions: Directness, Rhythm, Trustworthiness, Authenticity, and Refinement, aiming for a total score above 45.

Does it change the core meaning of my text?

No, the skill is programmed to preserve the core message and meaning while significantly improving the tone, rhythm, and authenticity of the delivery.

Humanizer-zh (AI Text Refiner)

Name: Humanizer-zh (AI Text Refiner)
Author: Touricks

byTouricks

•

内容管理

Refines Chinese text by removing robotic AI patterns and linguistic traces to create natural, human-like content.

Humanizer-zh is a specialized skill for Claude Code designed to 'de-robotize' AI-generated Chinese content. Based on the WikiProject AI Cleanup standards, it identifies and fixes common LLM artifacts such as exaggerated symbolism, superficial analysis, repetitive 'three-part' structures, and specific 'AI-speak' vocabulary. It goes beyond simple grammar checks by injecting personality, varying sentence rhythm, and removing the sterile, over-neutral tone often associated with machine output, making it an essential tool for editors and content creators who need authentic-sounding results.

主要功能

01Includes a 50-point quality scoring system to evaluate the naturalness of output

02Eliminates vague attributions and 'not only... but also' repetitive structures

03Corrects over-used punctuation patterns like excessive dashes and bolding

04Identifies and removes high-frequency AI buzzwords and empty filler phrases

052 GitHub stars

06Restructures formulaic sections like 'Challenges and Future Outlook' for better flow

使用场景

01Humanizing marketing copy by replacing exaggerated symbolism with concrete facts

02Refining AI-drafted blog posts to sound more professional and less like a chatbot

03Polishing technical documentation to be direct and free of promotional fluff

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add touricks/fanshi_personal_skills humanizer-zh

For use in Claude.ai and ChatGPT

主要功能

01Includes a 50-point quality scoring system to evaluate the naturalness of output

02Eliminates vague attributions and 'not only... but also' repetitive structures

03Corrects over-used punctuation patterns like excessive dashes and bolding

04Identifies and removes high-frequency AI buzzwords and empty filler phrases

052 GitHub stars

06Restructures formulaic sections like 'Challenges and Future Outlook' for better flow

使用场景

01Humanizing marketing copy by replacing exaggerated symbolism with concrete facts

02Refining AI-drafted blog posts to sound more professional and less like a chatbot

03Polishing technical documentation to be direct and free of promotional fluff

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add touricks/fanshi_personal_skills humanizer-zh

For use in Claude.ai and ChatGPT