humanizer-zh

Detect and rewrite AI writing patterns in Chinese text.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/wuyutanhongyuxin-cell/pdf_make --skill humanizer-zh-wuyutanhongyuxin-cell
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/wuyutanhongyuxin-cell/pdf_make/tree/main/vendored_sources/Humanizer-zh
Command: npx skills add https://github.com/wuyutanhongyuxin-cell/pdf_make --skill humanizer-zh-wuyutanhongyuxin-cell

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

去除文本中的 AI 生成痕迹,使编辑或审阅的文本听起来更自然、更像人类书写,提升可读性与真实性。基于维基百科的"AI 写作特征"指南,系统识别并修复常见模式,如夸大修饰、宣传性语言、以 -ing 结尾的肤浅分析、模糊归因、破折号过度使用、三段式法则、AI 词汇、否定式排比、以及过多的连接性短语等。

Core Features & Use Cases

  • 识别并重写 AI 写作痕迹,保留核心信息与含义
  • 调整语调与风格,注入真实个性与人性化表达
  • 提供多种场景化用例:编辑稿件、市场文案、学术摘要、笔记与草稿
  • 支持中文文本的人性化改写,输出自然、易读的版本
  • 直接用文本输入获得改写结果,方便快速迭代

Quick Start

将需要润色的文本粘贴进来,系统会返回一个更自然、具备人性化表达的版本。

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?▼

To remove AI writing traces from Chinese text, paste your manuscript into the tool. It detects patterns like exaggerated modifiers and AI vocabulary, then rewrites the text to produce natural, human-like prose while preserving the original meaning.

What are common AI writing patterns to fix in marketing copy?▼

Common AI writing patterns in marketing copy include promotional language, superficial -ing analysis, vague attribution, overused dashes, and tricolons. The tool identifies these specific structures and rewrites them to sound more authentic and human.

Can I humanize academic abstracts without changing the core meaning?▼

Yes, you can humanize academic abstracts without changing the core meaning. The system rewrites AI-generated text by adjusting tone and style to inject genuine personality while strictly preserving the original information and factual accuracy.

How do I rewrite student notes to sound more natural?▼

To rewrite student notes and make them sound more natural, input the draft text. The tool eliminates formulaic connectivity phrases and negation parallelism, returning a polished, highly readable version suitable for human review.

Does this text humanizer support tone adjustment for manuscripts?▼

Yes, this text humanizer supports tone adjustment for manuscripts. It modifies the style by removing formulaic AI vocabulary and repetitive structures, delivering a manuscript version with injected authentic personality and improved readability.

What is the best way to polish AI-generated text for human review?▼

The best way to polish AI-generated text for human review is to run it through a humanization process that targets specific AI features like tricolons and excessive connective phrases. This yields a natural version ready for direct editorial review.