Leaderboard/Writing/humanizer_academic
Last commit on September 23, 2026·Created on February 4, 2026

matsuikentaro1/humanizer_academic

Refines academic medical manuscripts by removing common AI-generated writing patterns.
Combined rank
#660
across all skills
In Writing
#28
category rank
Stars
265
+55.0% in last 7d
Forks
34
+21.4% in last 7d
Watchers
3
+50.0% in last 7d
Traction scoreGitHub stars can be faked, so popularity alone can be misleading. Traction Score looks for broader signs of recent attention, adoption, and active maintenance.
TL;DR

This skill acts as a medical writing editor focused on identifying and eliminating the markers of AI-generated text. It adapts general signs of synthetic writing for the specific requirements of scientific literature, ensuring manuscripts sound natural and professional.

The process prioritizes reader clarity by addressing compressed prose and redundant summaries. It focuses on maintaining logical relationships and actor-object clarity, specifically to support expert reviewers who may not be native English speakers.

WHO IT'S FOR
Medical researchers
refining manuscripts for journal submission
Medical editors
auditing manuscripts for AI-generated prose
Academic clinicians
polishing scientific literature for clarity
Scientific communications specialists
standardizing tone in medical manuscripts
Repository contents

1 skill file

Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.

Use this skill

Follow the documented setup, then try a first task.

I’m using

Browser attachment (no installation)

Installs: Single humanizer_academic skill supplied as an attached SKILL.md file; no installation is required. · Claude, ChatGPT, anything that takes an attachment

Before you start
  • A chat application that accepts file attachments
  • The manuscript text to edit
  1. Download SKILL.md from the repository.

  2. Upload SKILL.md to the chat together with the text you want edited.

  3. In the chat, ask: `Apply this skill to the following manuscript text: [your text]`. Replace `[your text]` with the manuscript text you want edited.

README.md · Checked Sep 21, 2026