humanizer-zh

Rewrites AI-generated text patterns to preserve meaning and natural tone.

1|Updated Mar 30, 2026
One-click install
npx skills add https://github.com/Typeless-Git/skills --skill humanizer-zh-typeless-git
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/Typeless-Git/skills/tree/main/humanizer-zh
Command: npx skills add https://github.com/Typeless-Git/skills --skill humanizer-zh-typeless-git

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI 生成文本的痕迹往往泄露创作来源,需通过编辑让文本更自然、贴近人类书写风格。 本 Skill 指导识别常见的 AI 写作模式,重写并保留原意,同时注入真实语气与个性。

Core Features & Use Cases

  • 识别文本中的 AI 写作痕迹并标记需要修改的片段。
  • 重写选定段落以保留核心信息,同时匹配预期语气(正式、随意、技术等)。
  • 重建文本的节奏与风格,增强可读性与人类语感。
  • Use Case: 为编辑或审阅文本提供快速润色,提升自然表达。

Quick Start

请将需要润色的文本粘贴到输入区,我将去除 AI 痕迹并保持原意。

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 my text?

To remove AI writing traces, the Skill identifies common AI patterns, rewrites problematic phrases, and preserves the original meaning to ensure a natural, human-like tone. It applies targeted rules to eliminate robotic phrasing from articles, emails, and drafts.

What is the best way to humanize AI generated emails and drafts?

The best way to humanize AI generated emails and drafts is to apply text editing rules that identify AI writing patterns and rewrite them. This process rebuilds the text's rhythm and style, enhancing readability while injecting a real, human voice into the content.

Can I improve text tone and style without losing the original meaning?

Yes, you can improve text tone without losing meaning. The Skill rewrites selected paragraphs to retain core information while matching your expected tone, whether formal, casual, or technical, ensuring the original voice and meaning are preserved during humanization.

How does the text editing process identify AI patterns for tone improvement?

The text editing process identifies AI patterns by scanning for common AI writing traces and marking the specific fragments that require modification. It then applies rewriting rules to these problematic phrases to restore a natural, human-like rhythm and tone.

Does this approach work for technical articles as well as casual writing?

Yes, this approach works for technical articles and casual writing. The Skill matches the expected tone across various contexts, rewriting AI generated content to fit formal, casual, or technical styles while maintaining a natural human feel.