humanizer

Rewrite AI-generated text to sound natural while preserving meaning.

1|Updated Apr 21, 2026

Search Tags:#editing #voice #prose #ai-writing #humanize #style-calibration

Ready to run

npx skills add https://github.com/ChangZhou-xj/zxj_skill --skill humanizer-changzhou-xj

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/ChangZhou-xj/zxj_skill/tree/main/creative/humanizer
Command: npx skills add https://github.com/ChangZhou-xj/zxj_skill --skill humanizer-changzhou-xj

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps writers turn machine-generated text into natural, human-sounding prose by removing AI tells, while preserving meaning and intent.

Core Features & Use Cases

AI pattern audit identifies 29 AI-writing patterns and flags awkward phrasing.
Natural rewrite replaces AI tells with natural phrasing while keeping the original meaning.
Voice preservation and calibration maintains the writer's tone and can calibrate style from a sample.
Supports inline text edits, document revisions, and drafts across emails, blogs, resumes, and docs.

Quick Start

Paste the text you want humanized and ask me to apply a natural, engaging voice.

Frequently Asked Questions about humanizer

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

FAQPage Schema

How do I remove AI writing patterns from generated text?▼

You can humanize AI text by pasting inline text, uploading files, or providing voice-calibration samples. The skill identifies 29 AI writing patterns and rewrites them to sound natural while preserving your original meaning.

What is the best way to humanize AI drafts for blog posts and emails?▼

The best way to humanize AI drafts for blogs, emails, resumes, and docs is applying a natural rewrite pass that flags 29 specific AI writing patterns and replaces them with engaging, human-sounding prose.

Can I calibrate prose style from a provided writing sample?▼

Yes, you can calibrate prose style from a provided writing sample. The skill matches your requested voice and calibrates the rewrite style from your sample to maintain a consistent tone throughout the document.

How does an AI pattern audit work for editing generated content?▼

An AI pattern audit works by scanning your text to identify 29 specific AI-writing patterns, flagging awkward phrasing, and replacing those tells with natural phrasing that preserves meaning and intent.

Does voice preservation change the meaning of my original text?▼

No, voice preservation does not change meaning. The natural rewrite replaces AI tells with natural phrasing while strictly preserving the original meaning and intent of your document.

What types of files can I use for removing AI tells from documents?▼

You can remove AI tells from files including blog posts, emails, resumes, and docs. The skill supports inline text edits, document revisions, and drafts across these formats to ensure natural phrasing.