writing-humanizer-zh

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

Updated Apr 6, 2026
One-click install
npx skills add https://github.com/QT-7274/dotfiles --skill writing-humanizer-zh-qt-7274
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: writing-humanizer-zh
Source: https://github.com/QT-7274/dotfiles/tree/main/writing-humanizer-zh
Command: npx skills add https://github.com/QT-7274/dotfiles --skill writing-humanizer-zh-qt-7274

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text often carries recognizable traces such as exaggerated significance, promotional language, vague attribution, overused em-dashes, and formulaic three-part lists. This Skill identifies 24 such patterns in Chinese text and rewrites them so the content reads like it was written by a real person. ## Core Features & Use Cases - 24 AI Writing Pattern Detection: Covers content patterns, language and grammar patterns, style patterns, and conversational filler, based on Wikipedia's Signs of AI Writing guide. - Guided Rewriting with Examples: Each pattern includes before-and-after Chinese examples showing how to replace AI traces with concrete, natural phrasing. - Quality Scoring Rubric: A 50-point checklist across directness, rhythm, reader trust, authenticity, and conciseness to evaluate the rewritten output. - 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 specific details, varied sentence rhythm, and a genuine human voice. ## Quick Start Ask the AI to humanize a piece of Chinese text by removing AI writing traces, for example: "请帮我人性化以下文本,去除 AI 写作痕迹:[粘贴文本]"。

Frequently Asked Questions about writing-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?▼

Scan the text against the 24 documented AI writing patterns, then rewrite each flagged segment with concrete details and natural phrasing. The Skill provides before-and-after examples for every pattern plus a quick checklist to verify the result.

What are common signs of AI-generated writing?▼

Common signs include exaggerated significance claims, promotional adjectives, vague attribution like "experts say", superficial -ing clause analysis, em-dash overuse, three-part lists, negative parallelism, and generic positive conclusions. These patterns come from Wikipedia's Signs of AI Writing guide.

Does this AI humanizer work for English text?▼

This version is adapted for Chinese, with examples and phrasing adjusted to Chinese writing conventions. For English text, use the original blader/humanizer project, which this Skill is translated from.

Can humanizing text bypass AI detectors?▼

The Skill is designed to improve writing quality, not to deceive AI detectors. It removes formulaic patterns and injects genuine voice, specific details, and varied rhythm, which is the legitimate way to make text read as human-written.

How is the rewritten text quality evaluated?▼

A 50-point rubric scores five dimensions: directness, rhythm, reader trust, authenticity, and conciseness, each out of 10. Scores of 45-50 indicate the AI traces are removed, while below 35 means the text needs further revision.