humanizer-zh

Detect and replace AI writing patterns with natural language in text.

2|Updated Feb 27, 2026

Search Tags:#text analysis #AI content detection #text enhancement #language processing #human-readable text

Ready to run

npx skills add https://github.com/zjy-dev/simpler --skill humanizer-zh-zjy-dev

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/zjy-dev/simpler/tree/main/.opencode/skills/humanizer-zh
Command: npx skills add https://github.com/zjy-dev/simpler --skill humanizer-zh-zjy-dev

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill helps eliminate the artificial tone from text, making it sound more natural and human-like.

Core Features & Use Cases

Detect and Remove AI Writing Traits: Identifies patterns indicative of AI-generated text, such as exaggerated symbolism, promotional language, shallow analysis, vague attributions, excessive use of dashes, trichotomy, AI-specific vocabulary, negative parallelism, and excessive conjunctions.
Enhance Text Quality: Refines text by replacing AI-generated sections with natural language, preserving the original meaning, and maintaining the intended tone.
Use Case: Ideal for editors and reviewers who need to review and edit texts, ensuring they sound more human and less like AI-generated content.

Quick Start

Apply the humanizer-zh skill to the text 'This is a sample text that may contain AI-generated content.' to enhance its readability.

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-generated traces from text to make it sound more natural?▼

To remove AI-generated traces from text, the system analyzes writing patterns like exaggerated symbolism, promotional language, and excessive dashes, replacing them with natural language to improve readability while preserving the original meaning.

What are common AI writing patterns that make text sound artificial?▼

Common AI writing patterns include shallow analysis, vague attributions, trichotomy, AI-specific vocabulary, negative parallelism, and excessive conjunctions, which are identified and corrected to make the text sound more human-like.

How to humanize AI content for editorial and review processes?▼

To humanize AI content for editorial and review processes, apply text analysis to detect artificial tones and carefully replace AI-generated sections with refined, natural language that maintains the intended tone and original meaning.

Does text enhancement for AI detection alter the original meaning of the content?▼

Text enhancement for AI detection preserves the original meaning and intended tone. It focuses on identifying and correcting artificial writing patterns, replacing AI-generated sections with natural language without changing the core message.

When do I need to use AI content detection and humanization?▼

You need AI content detection and humanization when editing texts that exhibit artificial tones, ensuring the final output sounds more human-like and meets readability standards for editorial and review workflows.

Are there limitations to language processing tools that humanize text?▼

Language processing tools that humanize text require careful analysis to identify AI writing traits. Limitations may arise with highly complex or domain-specific content, requiring manual review to ensure natural language replacement maintains accuracy.