Can I use this on large directories of files?

Yes, the skill can process individual files, specific sections, or entire directories by launching parallel sub-agents for efficiency.

What kind of 'AI traces' does this skill remove?

It identifies patterns like over-emphasis on importance, vague attributions, high-frequency AI vocabulary, and repetitive linguistic structures common in LLM outputs.

Does it support languages other than English?

Yes, it specifically includes robust support for naturalizing Chinese text and removing common AI-generated patterns found in Chinese writing.

Is this skill suitable for source code files?

No, this skill is optimized for natural language content like Markdown and documentation. For code, we recommend using code-specific style or simplification skills.

Does it change the meaning of my text?

No, the skill is designed to preserve all original facts and core data while only modifying the phrasing and tone to be more natural.

AI Text Humanizer

Name: AI Text Humanizer
Author: futuretea

byfuturetea

0•

Content Management

Eliminates AI writing traces and robotic patterns to make content sound natural, authentic, and human-written.

The AI Text Humanizer skill is designed to bridge the gap between AI-generated drafts and high-quality human writing. It systematically identifies and removes common 'AI signatures' such as over-emphasized importance, repetitive high-frequency vocabulary, and unnatural linguistic structures. Whether you are working with English or Chinese content, this skill helps refine your text to sound more engaging and conversational while strictly preserving the original facts and context. It is ideal for developers and content creators who want to polish technical documentation, blog posts, or marketing copy directly within their Claude Code workflow.

Key Features

010 GitHub stars

02Specialized support for removing AI traces (消除 AI 痕迹) in Chinese text

03Detects and removes common AI writing patterns and robotic phrasing

04Supports systematic humanization of single paragraphs or entire directories

05Preserves factual accuracy while significantly improving readability and tone

06Automated sub-agent delegation for high-volume document processing

Use Cases

01Polishing marketing copy to remove repetitive AI-style buzzwords and patterns

02Refining AI-generated technical documentation to sound more professional and natural

03Auditing large sets of Markdown files to ensure a consistent, human-like voice

Key Features

010 GitHub stars

02Specialized support for removing AI traces (消除 AI 痕迹) in Chinese text

03Detects and removes common AI writing patterns and robotic phrasing

04Supports systematic humanization of single paragraphs or entire directories

05Preserves factual accuracy while significantly improving readability and tone

06Automated sub-agent delegation for high-volume document processing

Use Cases

01Polishing marketing copy to remove repetitive AI-style buzzwords and patterns

02Refining AI-generated technical documentation to sound more professional and natural

03Auditing large sets of Markdown files to ensure a consistent, human-like voice