humanizer

Detect and rewrite AI writing patterns to produce natural human prose.

Updated Apr 16, 2026
One-click install
npx skills add https://github.com/bengous/agents-skills --skill humanizer-bengous
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/bengous/agents-skills/tree/main/humanizer
Command: npx skills add https://github.com/bengous/agents-skills --skill humanizer-bengous

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Remove detectable signs of AI-generated writing and transform sterile or formulaic text into natural, human-sounding prose while preserving meaning and intended tone. This addresses editing bottlenecks where content reads as generic, promotional, or mechanically generated and needs voice, specificity, and readability restored.

Core Features & Use Cases

  • Pattern Detection: Identifies AI-isms such as promotional language, vague attributions, excessive -ing constructions, em dash overuse, rule-of-three lists, elegant variation, and filler or hedging phrases.
  • Targeted Rewrites: Rewrites flagged passages to preserve meaning, match the requested voice (formal, casual, technical, opinionated), and inject personality or specificity where appropriate.
  • Use Cases: Editing articles, marketing copy, documentation, README content, community contributions, and drafts to make them appear authored by a real person with coherent voice and nuance.

Quick Start

Humanize the following text to remove AI writing patterns, keep the original meaning, and match a casual, opinionated author voice.

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 writing sound more natural and human?

To make AI-generated writing sound natural, you need to detect formulaic patterns like promotional phrasing, em dash overuse, and vague attributions, then rewrite those passages to inject specificity and a coherent human voice while preserving the original meaning.

What are the most common signs of AI writing I should look for when editing content?

Common signs of AI writing include rule-of-three lists, excessive -ing constructions, superficial analyses, elegant variation, negative parallelisms, filler phrases, and AI-specific vocabulary that reads as generic or mechanically generated rather than authentically authored.

How do I humanize marketing copy without losing the original message?

Humanize marketing copy by identifying promotional language and AI-isms, then applying targeted rewrites that preserve the core message while matching your requested voice—whether casual, formal, or opinionated—to restore readability and personality.

Can I rewrite AI-drafted articles to match a specific author voice?

Yes, you can rewrite AI-drafted articles to match a specific author voice by flagging sterile or formulaic text and transforming it into natural prose that reflects the intended tone, injecting personality and nuance where appropriate without altering the fundamental meaning.

What is the best way to remove AI detection patterns from documentation?

The best way to remove AI detection patterns from documentation is to scan for vague attributions and mechanical phrasing, then rewrite the flagged passages to ensure the content appears authored by a real person with coherent voice and technical specificity.

Are there limitations to humanizing text that has already been heavily edited?

When humanizing already edited text, the main limitation is preserving the existing voice and meaning while correcting remaining AI patterns; over-editing can strip away intended nuances or alter the original message if rewrites are not carefully targeted.