humanizer

Remove AI writing patterns and inject human voice across genres.

Updated Mar 28, 2026
One-click install
npx skills add https://github.com/sandalsoft/agent-skills --skill humanizer-sandalsoft
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/sandalsoft/agent-skills/tree/main/humanizer
Command: npx skills add https://github.com/sandalsoft/agent-skills --skill humanizer-sandalsoft

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Remove AI writing patterns from text and inject a distinctive human voice, enabling writing that reads as if written by a person with a point of view. It helps editors, writers, and teams produce natural, engaging content that avoids robotic cadence and overused AI phrasing.

Core Features & Use Cases

  • Remove AI-writing patterns from input text and replace them with natural, humanized alternatives.
  • Support for multiple genres (Wikipedia-style prose, marketing copy, personal essays, technical docs, business emails) with genre-aware voice adaptation.
  • Built-in verification and self-improvement loop, including references to a 24-pattern catalog and a five-part evaluation framework.
  • Self-improvement mechanisms: capture new patterns, learn from corrections, and track failure modes for regression testing.

Quick Start

Provide input text to be humanized and receive a version that sounds human and includes a distinctive 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?

The humanization process references a 24-pattern catalog to identify robotic cadence and overused AI phrasing, replacing them with natural alternatives that inject a real human voice into your text.

Can I humanize AI-generated marketing copy and technical docs in the same workflow?

Yes, you can humanize both because the Skill applies genre-aware voice adjustments across formats including Wikipedia-style prose, personal essays, technical docs, and business emails.

What is the best way to edit AI content so it reads like a real person wrote it?

The best way to edit AI content is applying a five-part evaluation framework that verifies text against a 24-pattern catalog, ensuring the final writing reflects a real person with a clear point of view.

How does the self-improvement workflow handle recurring AI writing patterns?

The self-improvement workflow handles recurring AI writing patterns by capturing new patterns, learning from corrections, and tracking failure modes for regression testing to continuously improve content quality.

Do I need to reference the pattern catalog manually to improve content quality?

No, you do not need to reference the pattern catalog manually because the built-in verification and self-improvement loop automatically references the 24-pattern catalog to guide quality improvements.