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humanizer

Detect and rewrite AI-generated writing patterns to produce natural human-sounding text.

Updated Dec 18, 2025
Search Tags:#writing style#editing#proofreading#humanize text#ai patterns#content rewriting#ai writing detection
One-click install
npx skills add https://github.com/l0lxl0lw/dotfiles --skill humanizer-l0lxl0lw
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/l0lxl0lw/dotfiles/tree/main/ai/shared/skills/community/humanizer
Command: npx skills add https://github.com/l0lxl0lw/dotfiles --skill humanizer-l0lxl0lw

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text contains recognizable patterns—inflated significance claims, promotional language, em dash overuse, rule-of-three structures, and chatbot artifacts—that make writing sound robotic and erode reader trust. This Skill identifies and removes those tells while preserving meaning and injecting genuine voice. ## Core Features & Use Cases - Pattern Detection: Scans text for 24 documented AI writing patterns based on Wikipedia's "Signs of AI writing" guide, including vague attributions, superficial -ing phrases, negative parallelisms, and filler hedging. - Guided Rewriting: Replaces AI-isms with natural alternatives using concrete before/after examples for each pattern category. - Voice Injection: Goes beyond cleanup to add personality—varied sentence rhythm, first-person perspective, opinions, and specific details. - Self-Audit Loop: Runs a final two-pass check ("What makes this obviously AI generated?" then "Make it not obviously AI generated") to catch remaining tells. - Use Case: Paste an AI-drafted blog post, marketing email, or documentation page and receive a draft rewrite, a brief audit of remaining AI tells, and a final humanized version. ## Quick Start Ask the AI to humanize a piece of text, for example: "Humanize this AI-drafted product announcement and remove anything that sounds machine-generated."

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 text sound more human?▼

Scan the text for common AI patterns like inflated significance claims, promotional adjectives, em dash overuse, and rule-of-three structures, then rewrite each instance with specific details and natural phrasing. This Skill automates that detection and provides before/after rewrites for 24 documented patterns.

What are the signs of AI-generated writing?▼

Common signs include words like "delve", "tapestry", and "testament", superficial -ing phrases, vague attributions to "experts", negative parallelisms, excessive em dashes, boldface list headers, and chatbot artifacts like "I hope this helps". The patterns come from Wikipedia's Signs of AI writing guide.

Does removing AI words alone make text sound human?▼

No. Sterile, voiceless writing is just as detectable as obvious AI slop. The Skill also injects personality through varied sentence rhythm, first-person perspective, opinions, and specific concrete details rather than neutral reporting.

Can this humanize text without changing its meaning?▼

Yes. The rewriting process explicitly preserves the core message and matches the intended tone, whether formal, casual, or technical. It replaces AI-isms with natural alternatives rather than altering the underlying content.

What types of content work best with AI writing detection?▼

It works on any prose content including blog posts, essays, marketing copy, emails, and documentation. It is less suited for highly structured formats like code, tables, or legal boilerplate where formulaic phrasing is expected.

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