humanizer-zh

Detect and rewrite AI-generated text patterns to produce natural human-sounding Chinese prose.

10|10|Updated May 13, 2026
One-click install
npx skills add https://github.com/yuluyangguang1/openclaw-portable --skill humanizer-zh-yuluyangguang1
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/yuluyangguang1/openclaw-portable/tree/main/system/skills-zh/humanizer-zh
Command: npx skills add https://github.com/yuluyangguang1/openclaw-portable --skill humanizer-zh-yuluyangguang1

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text carries recognizable fingerprints—exaggerated significance, promotional language, em-dash overuse, rule-of-three structures, and chatbot artifacts—that make content feel robotic and untrustworthy. This Skill identifies 24 documented AI writing patterns and rewrites the text so it reads naturally while preserving the original meaning and tone. ## Core Features & Use Cases - 24-pattern detection: Scans for content, language, style, and communication patterns documented in Wikipedia's "Signs of AI writing" guide, each with before/after examples. - Personality injection: Goes beyond removing bad patterns by adding genuine voice—varied sentence rhythm, first-person perspective, and acknowledged complexity. - Two-pass audit workflow: Produces a draft rewrite, then runs a final "why is this obviously AI-generated" check followed by a second revision to catch residual AI habits. - Use Case: Paste an AI-drafted blog post or report and receive a humanized version with a summary of every change made, from removed filler phrases to fixed vague attributions. ## Quick Start Ask the assistant to humanize a piece of text by pasting it with a request like "人性化这段文本" followed by your content.

Frequently Asked Questions about humanizer-zh

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I make AI-generated text sound more human?

Paste the text and ask the assistant to humanize it. The skill scans for 24 known AI writing patterns—such as exaggerated importance, vague attribution, and em-dash overuse—then rewrites problem sections while preserving meaning and tone.

What AI writing patterns does this skill detect?

It detects 24 patterns across four categories: content (importance inflation, vague attribution), language (AI vocabulary, copula avoidance, rule of three), style (em-dash and bold overuse, emoji, curly quotes), and communication (chatbot artifacts, sycophantic tone, filler phrases).

Does the humanizer work with Chinese text?

Yes, this is the Chinese-language version of the humanizer skill. Its instructions, pattern examples, and rewrite guidance are written in Chinese, making it suited for humanizing Chinese AI-generated content.

What is the two-pass rewrite process?

After producing a draft rewrite, the skill asks "why is this obviously AI-generated?", lists any residual AI traces, then performs a second revision. This final audit catches habits that survive the first pass.

Will rewriting change the original meaning of my text?

No. The workflow explicitly requires preserving the core message and maintaining the intended tone, whether formal, casual, or technical. It replaces AI mannerisms with natural alternatives rather than altering substance.