humanizer-zh

Identify and remove AI-generated writing patterns from Chinese text.

3|Updated Jun 27, 2026
One-click install
npx skills add https://github.com/XinAloha/skills --skill humanizer-zh-xinaloha
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/XinAloha/skills/tree/main/content/humanizer-zh
Command: npx skills add https://github.com/XinAloha/skills --skill humanizer-zh-xinaloha

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill removes the mechanical, repetitive, and overly formal patterns typical of AI-generated text, helping you restore a natural, human-like voice to your writing.

Core Features & Use Cases

  • Pattern Detection: Identifies 24 distinct AI-writing markers, including excessive filler phrases, formulaic structures, and "AI-isms."
  • Style Refinement: Transforms sterile, robotic prose into engaging content by adjusting sentence rhythm, injecting personal perspective, and removing redundant qualifiers.
  • Use Case: Use this skill to polish AI-drafted blog posts, marketing copy, or internal reports to ensure they resonate with human readers rather than sounding like generic machine output.

Quick Start

Use the humanizer-zh skill to rewrite the provided text to sound more natural and human.

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-generated traces from Chinese text to make it sound human?▼

To remove AI-generated traces from Chinese text, the humanizer-zh skill identifies and eliminates 24 distinct AI-writing markers, adjusting sentence rhythm and injecting personal perspective to restore a natural, human-like tone and flow.

What are common AI writing patterns in Chinese content that cause robotic tone?▼

Common AI writing patterns in Chinese content include excessive filler phrases, formulaic structures, and specific AI-isms. The humanizer-zh skill detects these 24 distinct markers to transform sterile prose into engaging, human-like writing.

Can I use this skill to refine AI-drafted marketing copy and internal reports?▼

Yes, you can use this skill to refine AI-drafted marketing copy and internal reports. It applies to editorial workflows and professional communication, ensuring your content resonates with human readers rather than sounding like generic machine output.

How do I humanize Chinese blog posts to bypass AI content detection?▼

To humanize Chinese blog posts and bypass AI content detection, provide your text to the humanizer-zh skill. It analyzes pattern-based text structures, removes common LLM linguistic markers, and improves natural flow for stylistic refinement.