humanizer-zh

Remove AI writing traces from text using NLP patterns.

Updated Jun 12, 2026

Search Tags:#AI writing #text analysis #writing improvement #natural language processing #text editing

Ready to run

npx skills add https://github.com/flowel/AiSkills --skill humanizer-zh-flowel

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/flowel/AiSkills/tree/main/skills/codex/humanizer-zh
Command: npx skills add https://github.com/flowel/AiSkills --skill humanizer-zh-flowel

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires nltk, spacy, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps remove the traces of AI-generated text, making it sound more natural and human-like, and is suitable for editing or reviewing text to improve its humanization.

Core Features & Use Cases

AI Writing Trace Removal: Removes 24 types of AI writing traces based on the Wikipedia guide "Signs of AI Writing."
Text Editing and Review: Useful for editing or reviewing AI-generated content.
Content Improvement: Enhances the naturalness and humanity of the text.
Use Case: For example, when rewriting marketing copy or academic abstracts to sound more natural.

Quick Start

Use the /humanizer-zh command to humanize the following text:

[Paste your AI-generated text]

Frequently Asked Questions about humanizer-zh

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

FAQPage Schema

How do I remove AI writing traces from text to make it sound more natural?▼

AI writing trace removal identifies and edits 24 types of AI-generated patterns using natural language processing and predefined rules, making documents sound more human-like and natural. It rewrites phrases that commonly reveal machine authorship.

What are the most common signs of AI writing in a document?▼

Common signs of AI writing include repetitive sentence structures, overly formal transitions, and predictable phrasing patterns. This Skill targets 24 specific AI writing traces based on a Wikipedia guide to detect and remove them during text editing.

Do I need Python libraries installed to humanize AI-generated text?▼

Yes, you need Python libraries like nltk and spacy installed to run this Skill. These natural language processing dependencies enable text analysis and pattern matching required to identify and remove AI writing traces effectively.

Can I use natural language processing to edit marketing copy generated by AI?▼

Natural language processing can edit AI-generated marketing copy by applying predefined patterns to strip machine-like phrasing. This text improvement process enhances humanization, making the rewritten content suitable for natural human reading.

What's the best way to improve text humanization for academic abstracts?▼

Text humanization for academic abstracts works best by applying NLP-based pattern matching to remove robotic transitions and repetitive structures. This editing approach improves naturalness while maintaining the original technical meaning of the document.

Why does my AI-generated content still sound robotic after basic text editing?▼

Basic text editing often misses specific AI writing signs like predictable syntax and generic phrasing. This Skill uses predefined NLP patterns to systematically detect and remove 24 distinct AI traces that manual editing typically overlooks.