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TopicTrending open-source AI on GitHub

Flash·Apps & Agents·2026-10-15 08:13

HKUST(GZ)'s Open-Source Supervisor-Skills Tops GitHub Daily Trending: Distilling a Decade of PhD Supervision into AI Skills

An open-source project by HKUST(GZ) assistant professor Yuyu Luo, Supervisor-Skills, topped GitHub's daily AI trending list on Oct 13: it distills a PhD supervisor's decade of research experience into executable AI skills, covering the full research pipeline from idea evaluation and deep literature review to paper writing and pre-submission review.

HKUST(GZ) open-sources Supervisor-Skills, topping GitHub daily trending
Supervisor-Skills turns a PhD supervisor's experience into AI skills. Image AI-generated.

What happened

On Oct 13, GitHub trending digests showed Supervisor-Skills — an open-source project by HKUST(GZ) assistant professor Yuyu Luo — topping the daily AI trending list. At press time it held roughly 9,611 stars and was still climbing. The project's README says it distills a PhD supervisor's decade of research mentoring into a set of executable AI skills — idea evaluation, deep literature research, paper writing, and pre-submission review — paired with a six-chapter handbook, callable from both Claude and GPT-4-series models.

Key facts

  1. Trending data: Top of the Oct 13 daily AI list, ~9,611 stars and still climbing
  2. Skill contents: Full research pipeline: idea evaluation, deep literature review, paper writing, pre-submission review, plus a six-chapter handbook
  3. Model compatibility: Works with Claude and GPT-4 series; written in Python under CC BY-NC-SA 4.0
  4. Prior deployment: The skills had already been adopted by Doubao as an official research skill in its office mode
  5. Project timeline: Released Apr 19, crossed 1,000 stars on May 21, topped the daily list on Oct 13

Why it matters

the AI skills ecosystem is expanding from tool commands to professional methodology — after Vercel Skills topped the daily list with one-command skill installs, this is the first topping by research methodology packaged as executable skills, and the same skills had already shipped in Doubao's commercial product.
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