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.