humanizer

Detect AI writing patterns and rewrite text for human-like tone.

Updated Mar 30, 2026
One-click install
npx skills add https://github.com/harkers/forge-email-server --skill humanizer-harkers
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/harkers/forge-email-server/tree/main/skills/ai-humanizer
Command: npx skills add https://github.com/harkers/forge-email-server --skill humanizer-harkers

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

AI-generated text often retains detectable patterns and robotic cadence that undermine authenticity and reader trust. The Humanizer skill identifies and removes common AI writing signals to help content sound natural, specific, and human.

Core Features & Use Cases

  • 24 pattern detectors scanning for vocabulary, style, and filler signals
  • Statistical analysis (burstiness, type-token ratio, readability) to quantify human-likeness
  • Auto-fixes and guided rewrites to improve tone, specificity, and credibility
  • Use Case: turn AI-drafted emails into human, concrete messages that resonate with readers

Quick Start

Provide a sample text and run the tool to see detected AI patterns and suggested humanization steps.

Frequently Asked Questions about humanizer

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

FAQPage Schema
How do I make AI writing sound human?

To make AI writing sound human, the tool identifies and removes detectable AI signals by applying 24 pattern detectors and 500+ AI vocabulary terms to guide text rewriting, ensuring content sounds natural and specific.

What metrics are used to analyze human-like text?

Statistical metrics including burstiness, type-token ratio, and readability scores are used to quantify human-likeness and detect AI writing patterns.

Can I integrate humanized text analysis into my editor workflow?

Yes, you can integrate humanized text analysis into editor workflows to improve communication quality across domains by using auto-fixes and guided rewrites directly within your editing environment.

What is the best way to humanize AI-drafted emails?

The best way to humanize AI-drafted emails is to run them through 24 pattern detectors that scan for vocabulary, style, and filler signals, then apply auto-fixes and guided rewrites to improve tone and specificity.

How does stylometry detect AI writing patterns?

Stylometry detects AI writing patterns by applying 24 pattern detectors and 500+ AI vocabulary terms to scan text for common AI-generated style markers, filler signals, and robotic cadence.