op7418

Humanizer-zh

AI#AI Writing#Claude Code#Natural Language Processing#Content Editing

6,233

// summary

Humanizer-zh is a skill tool designed for Claude Code that helps users identify and remove common AI-generated traces in text. The project analyzes 24 AI writing patterns to guide users in rewriting mechanical content into more natural and personalized human expressions. It not only provides automated rewriting features but also helps creators improve the authenticity and readability of their articles through specific writing principles.

// technical analysis

Humanizer-zh is a skill plugin designed specifically for the Claude Code environment, aimed at improving the naturalness of writing by identifying and eliminating typical patterns in AI-generated text. Based on Wikipedia's guidelines for AI writing characteristics, the project systematically categorizes 24 types of content, linguistic, stylistic, and communicative patterns to help users transform mechanical AI output into text that feels more authentic and personalized. Its core design philosophy goes beyond just removing the 'AI flavor,' emphasizing the injection of viewpoints, rhythmic variations, and specific details to enhance the vividness of the text while maintaining information integrity.

// key highlights

Built-in 24 AI writing trace recognition models, covering four major dimensions: content, grammar, style, and communicative patterns.

Provides optimized adaptation for the Chinese context, adjusting English writing patterns that are not applicable to Chinese.

Supports direct integration into Claude Code via npx or Git, enabling seamless workflow invocation.

Offers specific rewriting principles and comparative examples, guiding users to shift from abstract generalizations to concrete, opinionated expressions.

Includes a warning list of high-frequency AI vocabulary to help users proactively avoid mechanical expressions while writing.

Emphasizes the essence of improving writing quality, encouraging the optimization of content by injecting real human thought and personalized voices.

// use cases

Automatically identify and fix 24 common AI writing patterns and linguistic traces.

Rewrite marketing copy, academic abstracts, and blog posts to sound more authentic and human.

Invoke directly via the Claude Code command line to process text content or local files.

// getting started

Developers can install it with one click via npx or clone the project into the skills directory of Claude Code. Once installed, restart Claude Code and enter /humanizer-zh in the conversation to activate the skill, after which you can use commands to humanize text or file content.