humanize-ai-text

Detect and rewrite AI-generated text patterns into human-written prose.

18|6|Updated Mar 22, 2026
One-click install
npx skills add https://github.com/alter123-zz/RaccoonClaw --skill humanize-ai-text-alter123-zz
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanize-ai-text
Source: https://github.com/alter123-zz/RaccoonClaw/tree/main/skills/humanize-ai-text
Command: npx skills add https://github.com/alter123-zz/RaccoonClaw --skill humanize-ai-text-alter123-zz

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

It removes AI‑generated signatures from text, converting machine‑written content into natural, human‑like prose that evades AI detectors.

Core Features & Use Cases

  • Detection: Scans files for 16 AI‑writing pattern categories based on Wikipedia’s Signs of AI Writing.
  • Transformation: Rewrites identified patterns, fixes citations, markdown, chatbot phrases, and stylistic quirks.
  • Comparison: Shows before‑after scores to verify improvement.
  • Use Case: Ideal for authors, educators, or publishers who need to ensure submitted text appears human‑written and passes plagiarism or AI‑detection checks.

Quick Start

Run the transform script on your document to produce a human‑like version.

Frequently Asked Questions about humanize-ai-text

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

FAQPage Schema
How do I make AI-generated text sound natural and bypass AI detectors?

To make AI text sound natural and bypass detectors, this Skill scans your files for 16 AI-writing pattern categories and rewrites identified quirks, chatbot phrases, and citations into human-like prose. It provides before-after comparison scores to verify the transformation.

What are the common signs of AI writing that need to be rewritten?

Signs of AI writing that require rewriting include stylistic quirks, chatbot phrases, machine-generated markdown, and improper citations. This Skill detects these patterns using definitions based on Wikipedia's Signs of AI Writing guidelines and transforms them for academic or publishing compliance.

How do I rewrite AI content for academic submission using Python?

To rewrite AI content for academic submission using Python, run the bundled transform script on your document. The script requires Python 3 and accesses a patterns.json file to identify and convert AI-generated signatures into natural, human-written text.

Does this AI text humanizer work with plain text files?

Yes, this AI text humanizer works by scanning input files directly. You provide the document containing the AI-generated text, and the bundled scripts process the content to remove machine-written signatures and output a human-like version.

Can I check if my text passes AI detection before submitting it?

Yes, you can check if your text passes AI detection by running the transform script, which generates before-after comparison scores. This verifies that the identified AI patterns have been successfully rewritten into natural prose.

What are the limitations of rewriting AI text to evade plagiarism checks?

A limitation of rewriting AI text to evade plagiarism checks is that the process focuses on 16 specific AI-writing pattern categories. While it fixes citations and stylistic quirks, highly technical or deeply flawed content may still require manual review to ensure full human-like quality.