Humanizer
Detect and remove signs of AI-generated writing from text, making it sound more natural and human-written based on Wikipedia's AI writing patterns guide.
# Humanizer Detect and remove signs of AI-generated writing from text, making it sound more natural and human-written based on Wikipedia's AI writing patterns guide. Humanizer scans your text for common AI writing patterns and rewrites problematic sections to sound more natural. It identifies 24 distinct pattern categories — from inflated symbolism and promotional language to em dash overuse and sycophantic tone — and replaces them with concrete, specific, human-sounding alternatives while preserving the original meaning. ## How It Works When given text to humanize, the skill reads through the content and identifies instances of documented AI writing patterns. It then rewrites each problematic section, replacing vague claims with specific details, cutting filler phrases, varying sentence structure, and injecting genuine personality. The skill uses file tools (Read, Write, Edit, Grep, Glob) to work directly with your documents and can ask clarifying questions when needed. ## Key Features - **24 pattern categories**: Detects content patterns (inflated significance, promotional language, vague attributions), language patterns (AI vocabulary words, copula avoidance, negative parallelisms), style patterns (em dash overuse, boldface overuse, title case), and communication artifacts (sycophantic tone, knowledge-cutoff disclaimers) - **Meaning preservation**: Rewrites problematic sections while keeping the core message intact - **Voice injection**: Goes beyond removing bad patterns to add genuine personality, varied rhythm, and specific details - **File-level editing**: Works directly on your files using Read, Write, Edit, Grep, and Glob tools - **Before/after examples**: Based on real-world examples from Wikipedia's AI Cleanup project for each pattern type ## Requirements - **No external dependencies**: Works entirely within Clawdbot using built-in file tools ## Use Cases - **Blog post editing**: Clean up AI-assisted drafts before publishing to remove telltale AI patterns - **Documentation review**: Make technical documentation sound more natural and less robotic - **Content quality control**: Review marketing copy, articles, or reports for AI writing artifacts - **Academic writing**: Remove AI patterns from research papers or essays to ensure authentic voice ## Installation Install via: `npx clawhub@latest install humanizer`
Installation
Run in your terminal
npx clawhub@latest install humanizerClick the Install button at the top of this page for one-click setup