humanize

Rewrite prose to remove AI-writing traits and pass banned-word audits.

Updated Apr 30, 2026

Search Tags:#editing #style #prose #quality #ai-writing #rewrite #banned-words

Ready to run

npx skills add https://github.com/wapgear/izmailov-skills --skill humanize-wapgear

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: humanize
Source: https://github.com/wapgear/izmailov-skills/tree/main/skills/humanize
Command: npx skills add https://github.com/wapgear/izmailov-skills --skill humanize-wapgear

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI-generated writing can still reveal its origin through style, tone, and token usage. This Skill helps editors and reviewers identify and remove signs of AI authorship, ensuring prose sounds human and complies with a strict drafting process.

Core Features & Use Cases

Rigorous rewrite workflow: Enforces a mandatory drafting, auditing, and finalization process before output.
Banned-word scanning: Checks final text against a configurable list of tokens to ensure compliance.
Style preservation: Preserves user-supplied quotes and meaning while correcting style and tone.
Use Case: When polishing a user-facing document, blog post, or README, run the workflow to eliminate AI-like phrasing and improve readability.

Quick Start

Rewrite the provided text to remove AI-writing traits and pass the banned-word audit.

Frequently Asked Questions about humanize

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

FAQPage Schema

What is a banned-word check for AI writing and how does it work?▼

A banned-word scan checks final text against a configurable list of tokens to ensure compliance. This audit runs during the mandatory draft-audit-final loop, rejecting the prose and looping until the output passes the audit.

Can I use this rewrite workflow for marketing copy and README files?▼

Yes, the rewrite workflow preserves user-supplied quotes and meaning while correcting style and tone. It removes AI-writing traits from your prose without altering the original intent of the document or blog post.

Why does AI-generated writing still reveal its origin through style and tone?▼

You can use the rewrite workflow for marketing copy, README files, blog posts, and comments. It is designed to polish user-facing documents by eliminating AI-like phrasing and improving readability through a strict finalization process.

Does the rewrite workflow preserve original quotes and meaning when editing AI text?▼

The best way to audit AI-written documents is enforcing a mandatory draft-audit-final loop that scans for banned words and AI-like phrasing. The system loops until the final output passes the audit, ensuring natural prose.