Academic Text Humanizer

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Orchestrates a multi-pass transformation pipeline to remove AI patterns and humanize academic manuscripts across social science disciplines.

The Humanize skill is a sophisticated orchestrator designed for researchers and academics who need to refine AI-generated drafts into natural, human-sounding manuscripts. It employs a rigorous, four-layer transformation process—covering vocabulary, phrase restructuring, and discourse patterns—while maintaining strict checkpoints for user approval. By integrating specialized auditing (G5), humanizing (G6), and verification (F5) agents, it ensures that citations, statistics, and technical terms remain intact while significantly reducing AI probability scores in social science research papers, making it an essential tool for high-quality empirical research documentation.

主な機能

011,853 GitHub stars
02Multi-pass 4-layer transformation pipeline targeting vocabulary, structure, and discourse
03Four intensity modes: Conservative, Balanced, Balanced-Fast, and Aggressive
04Typographic precision using proper Unicode for em-dashes, en-dashes, and smart quotes
05Parallel G5 auditing and F5 verification to ensure data and citation integrity
06Section-selective humanization with granular control over Abstract, Methods, and Results

ユースケース

01Refining AI-generated research drafts to meet high academic publication standards
02Removing repetitive AI linguistic patterns and improving burstiness in social science manuscripts
03Transforming draft notes into natural-sounding academic prose while preserving technical accuracy