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humanizer-zh

去除文本中的 AI 生成痕迹。适用于编辑或审阅文本,使其听起来更自然、更像人类书写。 基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式:夸大的象征意义、 宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、 AI 词汇、否定式排比、过多的连接性短语。

6,000stars502forksUpdated 4/14/2026
Data Science & ML#text-editing#content-optimization#machine-learning#writing-assistance#ai-content#language-editing

Security Assessment

Safe(100/100)
Security Score100/100

About humanizer-zh

The 'humanizer-zh' skill is designed to remove AI-generated traces from text, making it sound more natural and human-like. It is ideal for editing or reviewing content to enhance its readability and authenticity by eliminating typical AI writing patterns. Based on the 'AI Writing Features' guide from Wikipedia, this skill identifies and addresses several common AI writing issues, such as exaggerated significance, promotional language, shallow analysis with '-ing' endings, vague attributions, excessive use of dashes, and more. This skill provides a robust solution for improving the quality and human touch of machine-generated text.

This skill operates by scanning and rewriting problematic segments in text while maintaining the original meaning and tone. It ensures that the content retains its core message but without sounding robotic. Key capabilities include identifying and revising overly formal or overly simplistic constructions, as well as adding variety to sentence structure and rhythm. The focus is on improving the authenticity of the content by eliminating mechanical patterns and introducing personality, which results in a more engaging and relatable read.

'Humanizer-zh' is particularly useful for content creators, editors, and translators who work with machine-generated text and want to improve its overall quality. It is also valuable for those involved in academic or professional writing, where natural-sounding, nuanced text is often necessary. By using this skill, writers and editors can ensure that their content is polished, professional, and free from AI-specific stylistic markers.

FAQ

How does the 'humanizer-zh' skill improve AI-generated text?

The skill identifies and removes common AI writing patterns, such as excessive promotional language, shallow analysis, and formulaic sentence structures. It then rewrites the text to sound more natural and human-like, ensuring that the core meaning and tone are preserved.

Can 'humanizer-zh' be used with all types of text?

Yes, 'humanizer-zh' is versatile and can be used with a wide range of text, including articles, essays, reports, and even casual writing, as long as it was initially generated or edited by AI.

Are there any specific requirements for using this skill?

There are no specific technical requirements beyond basic access to the tool. It can be used on any text that needs editing to remove AI-style traces.

Is 'humanizer-zh' compatible with other writing tools?

Yes, the skill is compatible with various writing and editing tools, provided they allow for text input and output. It can be integrated into existing workflows without significant adjustments.

What types of text does 'humanizer-zh' focus on most?

The skill primarily focuses on texts that exhibit typical AI writing patterns, such as promotional language, vague attributions, or formulaic structures. It is most useful for content that has been machine-generated or heavily AI-assisted.

All Files

4 files
README.md3.9 KB
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LICENSE1.0 KB
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.gitignore0.0 KB
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SKILL.md7.9 KB
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Install humanizer-zh

Download and extract the skill files to your .claude/skills/ directory.

Quick Setup:

  1. Copy the skill folder to .claude/skills/
  2. Claude will automatically detect and use the skill

Repository

op7418/humanizer-zh

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