humanize

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

7|Updated Mar 29, 2026

Search Tags:#web-content #ai-writing #humanize #text-cleanup #content-editing #writing-assistance #deterministic-rules

Ready to run

npx skills add https://github.com/zhizdev/overgrow --skill humanize-zhizdev

💬 Prompt for ChatGPT / Claude Chat▼

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.