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.