write-humanizer-zh

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

Updated Aug 10, 2026
One-click install
npx skills add https://github.com/Choi-Keith/skill-arsenal-ultra --skill write-humanizer-zh-choi-keith
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: write-humanizer-zh
Source: https://github.com/Choi-Keith/skill-arsenal-ultra/tree/main/skills/write-humanizer-zh
Command: npx skills add https://github.com/Choi-Keith/skill-arsenal-ultra --skill write-humanizer-zh-choi-keith

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text carries recognizable patterns—exaggerated significance, promotional language, vague attribution, formulaic structures—that make content feel robotic and untrustworthy. This Skill detects and rewrites those traces so edited text reads naturally in Chinese. ## Core Features & Use Cases - 24-Pattern Detection: Identifies AI writing traces across four categories: content patterns, language/grammar patterns, style patterns, and conversational filler, based on Wikipedia's Signs of AI Writing guide. - Guided Rewriting: Replaces problem phrases with natural alternatives while preserving core meaning and matching the intended tone (formal, casual, technical). - Quality Scoring: Rates the rewritten text on a 50-point rubric covering directness, rhythm, reader trust, authenticity, and conciseness. - Use Case: Paste an AI-drafted blog post full of phrases like "此外" and "至关重要", and receive a rewritten version with concrete details, varied sentence rhythm, and a genuine human voice, plus a summary of every change made. ## Quick Start Ask the assistant to humanize a piece of Chinese text by pasting the draft and requesting removal of AI writing traces.

Frequently Asked Questions about write-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, rewrites problem phrases with natural alternatives, preserves the core meaning, and returns the revised text with a summary of changes.

What AI writing patterns does this skill detect?

It detects 24 patterns in four categories: content patterns like exaggerated significance and vague attribution, language patterns like overused AI vocabulary and rule-of-three structures, style patterns like em-dash and bold overuse, and conversational filler like sycophantic tone.

Does this humanizer work for English text?

This version is adapted for Chinese writing conventions, with Chinese examples and vocabulary lists. For English text, use the original blader/humanizer project, which this skill is translated from.

Can it help text pass AI detection tools?

The stated goal is improving writing quality, not evading detectors. It removes statistical AI patterns and injects genuine voice, opinions, and concrete detail, which naturally makes text read as human-written.

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 another revision pass.