Chinese Content Humanizer

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Transforms AI-generated Chinese text into natural, professional prose by removing robotic patterns and applying authentic stylistic guidelines.

write-skill is a specialized editing framework for Claude Code designed to de-robotize Chinese writing through a transparent, white-box workflow. Unlike simple rewriters, it utilizes a rigorous process of diagnosis, incremental editing, and multi-layered verification to ensure text is traceable and worthy of a human signature. It specifically targets 24 common AI writing artifacts—such as empty narratives, mechanical transitions, and overused buzzwords—and replaces them with concrete, rhythmically varied, and contextually appropriate language suitable for professional reports, marketing copy, and academic content.

主な機能

01Identifies 24 distinct AI writing patterns and linguistic clichés specific to Chinese LLM outputs.
02Enforces strict Chinese typography standards, including correct use of corner brackets (「」) and full-width punctuation.
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04Implements a multi-step 'Workbench' workflow including diagnosis, structured rewriting, and final verification.
05Replaces abstract 'AI-speak' and empty buzzwords with verifiable facts and specific action-oriented verbs.
06Provides a comprehensive 50-point quality scoring system to evaluate rhythm, conciseness, and authenticity.

ユースケース

01Editing technical documentation or academic abstracts to remove redundant phrases and 'robot-like' tone.
02Polishing internal business reports to ensure clarity, impact, and proper Chinese stylistic etiquette.
03Refining AI-generated blog posts or social media copy to sound like a native professional author.