humanizer-zh

Rewrite Chinese text to remove AI writing traces while preserving meaning.

30|1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/qianleigood/crawclaw --skill humanizer-zh-qianleigood
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/qianleigood/crawclaw/tree/main/skills-optional/humanizer-zh
Command: npx skills add https://github.com/qianleigood/crawclaw --skill humanizer-zh-qianleigood

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

中文文本去 AI 味与人性化改写技能,用于识别并重写 AI 写作痕迹,让文字更自然、更像真实的人写出来。

Core Features & Use Cases

  • 识别并重写 AI 痕迹,同时保留原意与事实
  • 支持编辑、审稿与内容发布前的文本清洗
  • 提供清晰工作流示例,帮助快速提升文本的人性化程度

Quick Start

请把下面的文本改写为更自然、贴近人类写作的中文,同时保留原意。

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 writing traces from Chinese text?

You can remove AI writing traces from Chinese text by applying a humanization rewrite process that identifies unnatural phrasing and rewrites it into natural, human-like language while preserving the original meaning and facts.

What is text humanization for Chinese content editing?

Text humanization for Chinese content editing is the process of identifying AI writing patterns and restructuring sentences to produce natural, human-like language, ensuring the text reads authentically without altering facts.

How do I make AI-generated Chinese articles sound more natural?

You make AI-generated Chinese articles sound more natural by running them through a tone-adjustment and rewrite workflow that eliminates robotic phrasing and applies human writing conventions while retaining the original intent.

Can I use AI humanization for long Chinese documents without losing facts?

Yes, you can use AI humanization for long Chinese documents without losing facts, as the rewrite workflow includes safeguards that prevent fabricating facts and ensure the original meaning is preserved across short passages and longer documents.

Does Chinese text humanization work for content publishing workflows?

Chinese text humanization works effectively for content publishing workflows by providing a text cleaning and proofreading step that adjusts the tone to be natural and human-like before final publication.

What are the limitations of rewriting Chinese text to remove AI traces?

Limitations of rewriting Chinese text to remove AI traces include the inability to fabricate facts, exfiltrate data, or bypass platform policies, meaning the humanization process strictly preserves original content without generating new information.