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humanizer

Detect AI-writing patterns and rewrite passages to sound natural while preserving meaning.

Updated Jan 28, 2026
Search Tags:#consistency#editing#style#voice#humanize#ai-writing-patterns#text-rewrite
One-click install
npx skills add https://github.com/georgebjork/FairwayFinder --skill humanizer-georgebjork
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/georgebjork/FairwayFinder/tree/main/.claude/skills/humanizer
Command: npx skills add https://github.com/georgebjork/FairwayFinder --skill humanizer-georgebjork

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Detects and removes signs of AI-generated writing to make text sound more natural and human-written, based on Wikipedia's Signs of AI Writing guide, helping editors preserve meaning and voice.

Core Features & Use Cases

  • Identify AI-writing patterns (inflated symbolism, promotional language, superficial -ing endings, vague attributions, em dash overuse, and other patterns described in the guide) and propose natural alternatives.
  • Rewrite problematic passages to preserve meaning while injecting personality, varied rhythm, and tone appropriate to the context.
  • Support a final anti-AI pass to ensure the adjusted text reads naturally and clearly.

Quick Start

Paste your text and run the humanizer to rewrite AI-style prose into natural, human-sounding text.

Frequently Asked Questions about humanizer

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

FAQPage Schema
How do I make AI-generated text sound more natural and human-written?▼

To make AI-generated text sound natural, you must detect AI-writing patterns like promotional language and em dash overuse, then rewrite those passages to inject personality and varied rhythm while preserving the original meaning.

What are common AI writing patterns to look for when editing text?▼

Common AI writing patterns include inflated symbolism, promotional language, superficial -ing endings, vague attributions, and em dash overuse. Detecting these patterns allows you to target and rewrite unnatural passages effectively.

How do I rewrite AI-style prose without losing the original meaning?▼

You can rewrite AI-style prose without losing meaning by applying a controlled rewriting process that preserves the original voice and intent while adjusting tone and rhythm to fit your specific context, whether formal or casual.

Can I humanize AI text for different contexts like technical or marketing content?▼

Yes, you can humanize AI text for different contexts by adjusting the rewriting approach to match the required tone. The process supports formal, casual, technical, and marketing contexts to ensure the adjusted text reads naturally.

What is the best way to ensure edited text passes an anti-AI readability check?▼

The best way to ensure edited text passes an anti-AI readability check is to run a final anti-AI pass after rewriting. This detects remaining AI-writing patterns and verifies that the adjusted text reads clearly and naturally.

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