Humanize AI text

# Humanize AI text Detect and transform AI-generated text to sound natural and bypass AI detectors like GPTZero, Turnitin, and Originality.ai. Humanize AI Text is a comprehensive CLI toolkit for detecting and transforming AI-generated text. Based on Wikipedia's "Signs of AI Writing" guide, it scans text for 16 pattern categories that signal AI authorship — from critical markers like citation bugs and chatbot artifacts to subtler stylistic signals like curly quotes and em-dash overuse — then automatically rewrites flagged patterns to produce natural, human-sounding output. ## How It Works The skill includes three Python scripts: detect.py scans text and reports an AI probability score (low/medium/high/very high) based on issue count and density across 16 categories. transform.py automatically rewrites detected patterns — fixing citation bugs, removing markdown artifacts, replacing AI vocabulary, simplifying filler phrases, and converting copula avoidance patterns. compare.py runs both detection and transformation, showing a side-by-side before/after analysis. ## Key Features - **16 Detection Categories**: Checks for citation bugs, knowledge cutoff phrases, chatbot artifacts, markdown, AI vocabulary, significance inflation, promotional language, copula avoidance, filler phrases, and more - **AI Probability Scoring**: Rates text as low, medium, high, or very high probability of AI authorship based on issue count and density - **Automatic Transformation**: Fixes citation bugs, removes markdown, strips chatbot sentences, replaces AI-typical phrases with natural alternatives - **Aggressive Mode**: Optional deeper transformation that simplifies -ing clauses and reduces em-dash usage - **Before/After Comparison**: Side-by-side analysis showing detection scores before and after transformation - **Customizable Patterns**: Edit patterns.json to add or modify detection rules for vocabulary, phrases, and replacements - **Batch Processing**: Process multiple files at once with simple shell loops ## Requirements - **Python 3**: Scripts run via python3; no additional API keys or external services needed ## Use Cases - **Academic Writing**: Detect and remove AI patterns from research papers and essays before submission - **Content Editing**: Clean up AI-assisted drafts to sound more natural and authentic - **Quality Assurance**: Scan content for telltale AI markers before publication - **Batch Content Review**: Process entire directories of documents to assess and improve AI-likeness scores ## Installation Install via: `npx clawhub@latest install humanize-ai-text`

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