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haozhang04
haozhang04COMMUNITY
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humanizer-zh

Detect and rewrite AI writing patterns in Chinese text to sound natural.

11|2|Updated May 17, 2026
Search Tags:#content review#editing#proofreading#rewriting#humanize#ai writing detection#chinese text
One-click install
npx skills add https://github.com/haozhang04/homework_skill --skill humanizer-zh-haozhang04
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/haozhang04/homework_skill/tree/main/skill/humanizer_zh
Command: npx skills add https://github.com/haozhang04/homework_skill --skill humanizer-zh-haozhang04

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text often contains recognizable patterns—exaggerated significance, promotional language, vague attribution, formulaic structures—that make it sound robotic. This Skill identifies and rewrites these traces so Chinese text reads as if written by a real person. ## Core Features & Use Cases - 24 AI Writing Pattern Detection: Scans text across four categories—content patterns, language/grammar patterns, style patterns, and communication filler—based on Wikipedia's Signs of AI Writing guide. - Guided Rewriting: Provides before/after examples for each pattern, showing how to replace AI phrasing with concrete, natural Chinese expression. - Quality Scoring Rubric: Evaluates rewritten text on directness, rhythm, reader trust, authenticity, and conciseness with a 50-point scale. - Use Case: After drafting a course paper or blog post with AI assistance, run the text through this Skill to remove phrases like "此外", "至关重要", and "不断演变的格局", then receive a humanized version with a summary of changes. ## Quick Start Ask the AI to humanize a piece of Chinese text by pasting it and requesting removal of AI writing traces.

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?▼

Paste the text and ask for humanization. The Skill scans for 24 documented AI patterns—such as exaggerated significance, vague attribution, and filler phrases—then rewrites problem segments while preserving the original meaning and tone.

What AI writing patterns does this tool detect?▼

It detects 24 patterns in four categories: content patterns like promotional language and shallow -ing analysis, language patterns like AI vocabulary and synonym cycling, style patterns like dash and bold overuse, and communication patterns like chatbot pleasantries and disclaimers.

Does this work for English text or only Chinese?▼

This version is adapted for Chinese writing, with examples and vocabulary lists tailored to Chinese AI text. It is translated from the English blader/humanizer project, which should be used for English content instead.

How is the rewritten text quality evaluated?▼

A 50-point rubric scores five dimensions: directness, rhythm variation, reader trust, authenticity, and conciseness. Scores of 45-50 indicate AI traces are removed; below 35 means the text needs further revision.

Will humanizing text change its original meaning?▼

No. The rewriting process explicitly requires preserving core information and matching the intended tone, whether formal, casual, or technical. Only AI-style phrasing is replaced with concrete, natural expression.

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