← all repositories
Yuan1z0825/nature-skills

Prompt bundles that teach AI agents Nature journal standards

Reusable instruction bundles that turn Codex and Claude Code into Nature-style research assistants for writing, figures, and peer review.

30.5k stars Python Coding Assistants
Feature · 10 Jul 2026
When Nature-Style Publishing Became a Prompt Engineering Problem

A medical-AI researcher at Shanghai Jiao Tong University has packaged the unwritten rules of high-impact journal publishing into reusable agent skills, attracting over 26,000 stars from scientists who would rather automate the bureaucracy than endure it.

Read the in-depth article
nature-skills
Velocity · 7d
+265
★ / day
Trend
cooling
star history

What it doesnature-skills is a repository of reusable instruction bundles—each centered on a SKILL.md file—that plug into Codex and Claude Code. The skills cover the full academic paper lifecycle, from generating multi-panel matplotlib figures and polishing prose to drafting reviewer responses, searching literature, and creating bilingual markdown readers. Each skill is a self-contained directory with references, static assets, and scripts that the agent consumes as context.

The interesting bit — This is essentially prompt engineering at scale: instead of one-off chats, the author has codified Nature journal conventions into structured agent workflows with manifest files and shared support directories. The nature-figure skill even ships with a chart-type atlas and production scripts from actual papers, so the agent has concrete visual standards rather than vague style requests.

Key highlights

  • 10 skills span figure generation, academic writing, peer-review simulation, citation management, data-availability statements, and paper-to-PPT conversion
  • nature-figure produces multi-panel matplotlib plots with Nature typography, semantic colour palettes, and editable SVG output
  • Packaged as a Codex marketplace plugin and thin Claude Code subagent wrappers that read from a local clone
  • Only nature-figure and nature-polishing are marked Stable; the majority are Draft or Beta
  • Shared _shared/, references/, and static/ directories let skills reuse assets and avoid broken relative links

Caveats

  • Most skills carry Draft or Beta status, so the breadth is wide but maturity is uneven across the catalog
  • The project is essentially structured prompts and configuration files consumed by Codex or Claude Code, not a standalone application, so it is only useful if you already use those specific agents

Verdict — Researchers who want to automate Nature-format busywork through Codex or Claude Code will find the Stable skills genuinely useful; everyone else should treat this as a well-organized prompt library rather than a finished product.

Frequently asked

What is Yuan1z0825/nature-skills?
Reusable instruction bundles that turn Codex and Claude Code into Nature-style research assistants for writing, figures, and peer review.
Is nature-skills open source?
Yes — Yuan1z0825/nature-skills is open source, released under the Apache-2.0 license.
What language is nature-skills written in?
Yuan1z0825/nature-skills is primarily written in Python.
How popular is nature-skills?
Yuan1z0825/nature-skills has 30.5k stars on GitHub and is currently cooling off.
Where can I find nature-skills?
Yuan1z0825/nature-skills is on GitHub at https://github.com/Yuan1z0825/nature-skills.

heatdrop uses Google Analytics to see which pages get read — nothing else. Your call. How we handle data.