humanizer

Remove AI writing patterns from prose drafts using a 24-pattern audit.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/matt-metivier/zk-hub --skill humanizer-matt-metivier
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/matt-metivier/zk-hub/tree/main/skills/general/domain/humanizer
Command: npx skills add https://github.com/matt-metivier/zk-hub --skill humanizer-matt-metivier

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Remove AI writing patterns from prose output to produce natural, human-like text.

Core Features & Use Cases

  • Rewrites drafts to remove AI tells and improve readability.
  • Preserves factual content while adding voice and natural cadence.
  • Useful for notes, summaries, meeting analysis, incident reports, PR reviews, or any prose output.

Quick Start

Provide a humanized rewrite of the given draft to remove AI tells and inject voice.

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 prose sound more natural and human?

This humanizer Skill removes AI writing patterns from generated drafts through a 24-pattern audit and stepwise rewrite process. It preserves factual content while adjusting tone and cadence for natural, publication-ready text.

What are common AI writing patterns I should look for in automated reports?

Common AI writing patterns include repetitive phrasing, predictable sentence structures, and overly formal tone. The Skill audits prose against a defined 24-pattern checklist to identify and remove these specific AI tells from your drafts.

How do I humanize a meeting summary without changing the facts?

You can humanize a meeting summary by running the draft through a stepwise rewrite process that targets AI tells while preserving factual content. The Skill adjusts voice and cadence without altering the underlying information.

Can I use this to edit incident reports and daily briefs?

Yes, the Skill effectively processes incident reports, daily briefs, and weekly reports by auditing the prose for AI patterns. It rewrites the text to add voice and natural cadence suitable for any publication context.

What is the best way to edit AI-generated research syntheses for publication?

The best way to edit research syntheses for publication is to apply a defined 24-pattern audit followed by a stepwise rewrite process. This removes AI tells and produces a final draft with natural voice and cadence suitable for publication.

Does humanizing text change the original meaning of the content?

No, humanizing text does not change the original meaning. The Skill preserves factual content while removing AI writing patterns, ensuring the rewritten draft maintains the original information but reads with a natural human voice.