humanizer-zh

Detect and rewrite AI-generated patterns in Chinese text.

1|Updated Jan 24, 2026
One-click install
npx skills add https://github.com/tawf-labs/zkt-hackathon --skill humanizer-zh-tawf-labs
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/tawf-labs/zkt-hackathon/tree/main/.agents/skills/humanizer-zh
Command: npx skills add https://github.com/tawf-labs/zkt-hackathon --skill humanizer-zh-tawf-labs

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill removes common AI writing traces from Chinese text so the result sounds more natural, human, and less formulaic.

Core Features & Use Cases

  • AI pattern detection and rewriting: Identifies and fixes recurring issues such as exaggerated symbolism, promotional tone, vague attribution, overused dash punctuation, and rigid “three-part” structures.
  • Style and rhythm humanization: Improves sentence variety, reduces filler phrases, and adjusts structure to better match how humans actually write.
  • Quality-oriented editing: Preserves the original meaning while aligning tone and making the output more specific, grounded, and readable.
  • Use cases: Editing AI-generated drafts, revising essays and blog posts, and refining summaries or formal descriptions to sound less machine-produced.

Quick Start

Ask the skill to humanize the pasted AI text by saying: “请人性化以下内容,让它更像人类写作、更自然:<paste text>

Frequently Asked Questions about humanizer-zh

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

FAQPage Schema
How do I humanize AI-generated Chinese text to sound more natural?

To humanize AI-generated Chinese text, paste your content and request a rewrite to detect and replace recurring AI writing patterns, such as filler phrases, dash overuse, and rigid rhetorical structures, ensuring the output reads like natural human writing.

What are common AI writing patterns in Chinese that need editing?

Common AI writing patterns in Chinese include exaggerated symbolism, promotional tone, vague attribution, overused dash punctuation, and rigid three-part structures, which make text feel formulaic and machine-produced.

How do I rewrite AI blog drafts to reduce formulaic tone in Chinese?

To rewrite AI blog drafts and reduce formulaic tone, apply style and rhythm humanization techniques that improve sentence variety, remove filler phrases, and adjust structure to match how humans actually write while preserving the core meaning.

Can I use Chinese text humanization for formal essays and summaries?

Yes, you can use Chinese text humanization for formal essays and summaries. The process preserves the original meaning while aligning the tone and making the output more specific, grounded, and readable for academic or professional contexts.

Does humanizing Chinese text change the original meaning?

Humanizing Chinese text does not change the original meaning. The process explicitly preserves the core meaning while identifying and rewriting problematic linguistic patterns to match the intended tone and improve overall readability.

What is the best way to fix rigid sentence rhythm in AI Chinese writing?

The best way to fix rigid sentence rhythm in AI Chinese writing is to apply style and rhythm humanization, which improves sentence variety and replaces rigid rhetorical structures with more natural, varied phrasing typical of human authors.