humanizer-zh

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

1|Updated Jun 24, 2026
One-click install
npx skills add https://github.com/maopujie10-sys/Bailongma --skill humanizer-zh-maopujie10-sys
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/maopujie10-sys/Bailongma/tree/main/src/skills/humanizer-zh
Command: npx skills add https://github.com/maopujie10-sys/Bailongma --skill humanizer-zh-maopujie10-sys

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 and untrustworthy. This Skill identifies and rewrites these traces so edited content reads like genuine human writing. ## Core Features & Use Cases - 24 AI Writing Pattern Detection: Scans text across four categories—content patterns, language/grammar patterns, style patterns, and conversational filler—based on Wikipedia's Signs of AI Writing guide. - Guided Rewriting: Provides before/after examples for each pattern, showing how to replace AI clichés with concrete details and natural phrasing. - Quality Scoring Rubric: Evaluates rewritten text on directness, rhythm, reader trust, authenticity, and conciseness with a 50-point scale. - Use Case: You drafted a blog post with an AI assistant and it reads like a press release full of "此外", "至关重要", and three-part lists. Run this Skill to strip the AI flavor and inject a real human voice. ## Quick Start Ask the assistant to humanize your pasted Chinese text by removing AI writing traces and making it sound natural.

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?

Scan the text against the 24 documented AI patterns such as exaggerated significance, vague attribution, and filler phrases, then rewrite each flagged segment with concrete details and natural phrasing. The Skill provides before/after examples for every pattern to guide the revision.

What are common signs of AI-generated writing?

Common signs include overused AI vocabulary like "此外" and "至关重要", three-part lists, negative parallelism, excessive dashes and bold text, vague expert attribution, and generic positive conclusions. The Skill catalogs 24 such patterns across content, grammar, style, and conversational categories.

Does this work for English text or only Chinese?

This version is adapted for Chinese writing with localized examples and notes on which patterns apply differently in Chinese, such as title capitalization. For English text, the original blader/humanizer project is the appropriate reference.

Can humanizing text bypass AI detectors?

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

How is 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, while below 35 means the text needs another revision pass.