humanizer-zh

Rewrites Chinese text to remove AI writing patterns and restore natural human voice.

Updated Jul 28, 2026
One-click install
npx skills add https://github.com/Aadi-110i/PEP-PROJECT --skill humanizer-zh-aadi-110i
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/Aadi-110i/PEP-PROJECT/tree/main/skills/humanizer-zh
Command: npx skills add https://github.com/Aadi-110i/PEP-PROJECT --skill humanizer-zh-aadi-110i

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated Chinese text often contains recognizable patterns—exaggerated significance, promotional language, vague attribution, formulaic structures—that make it sound robotic and untrustworthy. This Skill identifies and rewrites these traces so edited content reads naturally. ## Core Features & Use Cases - 24 AI Writing Pattern Detection: Covers content patterns (inflated significance, promotional language, vague attribution), language patterns (AI vocabulary, copula avoidance, rule of three), style patterns (em-dash overuse, bold overuse, emoji), and communication patterns (chatbot artifacts, filler phrases, sycophantic tone). - Personality Injection: Goes beyond cleanup to add genuine voice—opinions, varied rhythm, first-person perspective, and specific details. - Quality Scoring: Rates rewritten text across five dimensions (directness, rhythm, trust, authenticity, conciseness) on a 50-point scale. - Use Case: Paste an AI-drafted marketing paragraph full of phrases like "此外" and "无缝、直观和强大", and receive a rewritten version with concrete details and natural sentence flow, plus a summary of changes made. ## Quick Start Ask the assistant 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 AI-generated text and request humanization. The skill scans for 24 documented AI patterns—such as exaggerated significance, promotional adjectives, and formulaic structures—then rewrites problem passages while preserving the original meaning and tone.

What AI writing patterns does humanizer-zh detect?

It detects 24 patterns in four categories: content patterns like vague attribution and inflated significance, language patterns like AI vocabulary and copula avoidance, style patterns like em-dash and bold overuse, and communication patterns like chatbot artifacts and filler phrases.

Does humanizer-zh work for English text?

This version is adapted for Chinese writing conventions, with examples and patterns tuned to Chinese usage. For English text, use the original blader/humanizer project it was translated from.

Can humanizer-zh help text pass AI detectors?

The skill is designed to improve writing quality, not to evade AI detectors. It removes robotic patterns and injects genuine human voice, which is the sustainable way to make text read as human-written.

How is rewritten text quality evaluated?

Rewrites are scored on five dimensions—directness, rhythm, reader trust, authenticity, and conciseness—each out of 10 points. Scores of 45-50 indicate AI traces are fully removed; below 35 means further revision is needed.