What is the G6 Academic Style Humanizer?

It is a Claude Code skill that refines AI-assisted academic text to sound more natural and scholarly while maintaining strict technical and methodological accuracy.

Does G6 change my citations or statistical data?

No. G6 is specifically programmed to ignore and preserve citations, statistical values (e.g., p-values, N-sizes), and established technical terms.

Which transformation mode should I choose?

Balanced Mode is recommended for most academic writing. Conservative Mode is best for formal journal submissions, and Aggressive Mode is suited for blog posts or informal scholarly communication.

How does G6 differ from standard AI rewriting?

G6 uses a specialized 3-phase HAVS methodology that targets specific linguistic markers identified in academic auditor reports, ensuring the scholarly 'voice' is elevated rather than just simplified.

Academic Style Humanizer (G6)

Name: Academic Style Humanizer (G6)
Author: HosungYou

byHosungYou

0•

Learning & Documentation

Transforms AI-generated academic drafts into authentic, scholarly prose by refining language patterns while preserving technical integrity.

The G6 Academic Style Humanizer is a specialized Claude Code skill designed to elevate AI-assisted research writing into high-level scholarly discourse. By applying the Humanization-Adapted VS (HAVS) methodology, it mitigates common AI linguistic markers—such as repetitive vocabulary, excessive hedging, and formulaic structures—while strictly protecting citations, statistical data, and domain-specific terminology. G6 offers three distinct transformation intensities—Conservative, Balanced, and Aggressive—ensuring that final manuscripts resonate with a natural academic voice suitable for journal submissions and professional publications.

Key Features

01Context-aware transformation based on G5-AcademicStyleAuditor reports

020 GitHub stars

03Three-tier intensity modes (Conservative, Balanced, Aggressive) for controlled editing

04Strict preservation of citations, statistical values, and technical definitions

05Automatic Unicode typographic correction (em dashes, en dashes, and curly quotes)

06Removal of chatbot artifacts, sycophantic language, and signpost inflation

Use Cases

01Polishing scholarly manuscripts to eliminate distinctive AI writing patterns

02Converting technical research reports into natural-sounding book chapters

03Refining AI-assisted drafts for peer-reviewed journal submissions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hosungyou/diverga g6

For use in Claude.ai and ChatGPT

Download Skill