humanize

Rewrite AI-generated text into human-sounding writing using a deterministic rule pipeline.

7|Updated Mar 29, 2026
One-click install
npx skills add https://github.com/zhizdev/overgrow --skill humanize-zhizdev
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanize
Source: https://github.com/zhizdev/overgrow/tree/main/.cursor/skills/humanize
Command: npx skills add https://github.com/zhizdev/overgrow --skill humanize-zhizdev

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Transforms AI-generated or AI-sounding text on web pages, documents, or pasted content into human-sounding writing by applying a fixed, deterministic rule pipeline to preserve meaning while improving naturalness and clarity.

Core Features & Use Cases

  • Deterministic rule pipeline: applies a fixed sequence of transformation steps for predictable output.
  • Non-creative rewriting: preserves meaning and facts, only adjusting style per the rules.
  • Use cases: polishing articles, reports, emails, and product copy on web pages or documents to improve readability and human-likeness.

Quick Start

Paste AI-generated text here to be rewritten into a more human-sounding version.

Frequently Asked Questions about humanize

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

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

To make AI-generated text sound human, you can use a deterministic rewriting pipeline that preserves meaning and facts while adjusting style. This process reduces AI-like tone by applying a fixed sequence of non-creative rules to improve clarity and naturalness.

What is the best way to remove AI tone from articles and product copy?

Removing AI tone from articles and product copy requires non-creative rewriting that preserves original meaning. A deterministic rule pipeline systematically transforms AI-sounding text into human-sounding writing by applying fixed, predictable style adjustments without altering factual content.

Does humanize rewriting work on web pages and pasted content?

Humanize rewriting works on web pages, documents, and pasted content. It processes AI-generated text from these sources through a transformation pipeline to produce human-sounding writing suitable for polishing articles, reports, emails, and product copy.

Will AI text rewriting change the original meaning of my reports?

AI text rewriting will not change the original meaning of your reports. The deterministic rule pipeline applies non-content-altering changes to preserve facts and meaning, only adjusting style to improve readability and human-likeness without creative modifications.

When do I need to use a deterministic rule pipeline for text cleanup?

You need a deterministic rule pipeline for text cleanup when predictable, non-creative rewriting is required to improve naturalness. This ensures consistent style adjustments while strictly preserving meaning, making it ideal for polishing professional articles, emails, and product copy.