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@LeonChaoX/qinyan-academic-skills

Installable academic research skills for Claude Code and Codex

Qinyan Academic Skills packages reusable research skills for academic workflows, from paper search and citation work to scientific writing, review, figures, and statistics. The repository is split into skill categories under `skills/`, with an installer that can target a whole library, one category, or one named skill.

879 stars76 forksPythonUpdated 1mo ago
Who it's for

Builders who use agent tools to search papers, draft manuscripts, polish academic prose, and prepare submission materials.

What it delivers

You can add reusable academic workflows to your agent instead of rebuilding research prompts and steps from scratch.

What it does

Nature-style writing suite

Provides five composable skills for drafting, polishing, pre-submission review, figures, and statistics.

Selective installation

Lets you install the full library, one category, one skill, or a project-local copy.

Multi-agent support

Works with Claude Code, Cursor, Codex, Gemini CLI, OpenClaw, and OpenCode through one installer.

Search and maintenance commands

Supports listing, searching, status checks, update checks, and updates through `install.sh`.

Multilingual skill catalog

Includes English, Chinese, Japanese, and Korean README files and multilingual skill organization.

How to get it

  1. 1The default target is the global Claude Code skills directory.
    curl -fsSL https://raw.githubusercontent.com/LeonChaoX/qinyan-academic-skills/main/install.sh | bash
  2. 2Run
    git clone https://github.com/LeonChaoX/qinyan-academic-skills.git
    cd qinyan-academic-skills
    bash install.sh --help

README

Qinyan Academic Skills — Nature-style scientific writing workflows

187 installable AI agent skills for academic research, featuring a first-party Nature-style suite for scientific writing, manuscript polishing, peer review, publication figures, and statistics.

English · 简体中文 · 繁體中文 · 日本語 · 한국어

Skills Nature skills: 5 workflows Categories Agent support License: MIT

Qinyan Academic Skills equips Claude Code, Codex, Cursor, Gemini CLI, OpenClaw, and OpenCode with reusable research capabilities. The repository contains 187 skills across 18 domains, including a five-skill workflow for Nature-style scientific writing, academic editing, pre-submission review, scientific visualization, and statistical reporting.

Use the complete collection or install only the skill, category, tool, and scope that your workflow needs.


🧬 Nature-style scientific writing suite

Move from a defensible scientific claim to a submission-ready manuscript with five focused, composable skills:

Manuscript stageSkillPrimary output
Argument and draftingqinyan-nature-writingEvidence-led narrative, section drafts, title, abstract, and submission package
Structural and language revisionqinyan-nature-polishingConcise academic prose with meaning-preservation and anti-overclaim checks
Pre-submission assessmentqinyan-nature-reviewPrioritized, traceable review findings with stable issue identifiers
Figures and visual evidenceqinyan-nature-figuresReproducible multi-panel figures with export and preflight validation
Study design and statisticsqinyan-nature-statisticsEstimand-aware analysis plans, reporting audits, and figure-ready results

Install one skill:

curl -fsSL https://raw.githubusercontent.com/LeonChaoX/qinyan-academic-skills/main/install.sh \
  | bash -s -- --skill qinyan-nature-writing

Or explore the complete Nature skills workflow, including routing guidance, installation commands, quality gates, and example prompts.

[!NOTE] “Nature-style” describes editorial and scientific communication goals. This independent project is not affiliated with, endorsed by, or guaranteed acceptance by Nature Portfolio or Springer Nature.


✨ Highlights

CapabilityWhat you get
Research coverage187 skills spanning literature, writing, life sciences, AI, statistics, databases, and laboratory workflows
Agent portabilityOne installer for Claude Code, Cursor, Codex, Gemini CLI, OpenClaw, and OpenCode
Selective installationInstall the full library, one category, or one named skill
Project isolationChoose global installation or keep skills inside a single project
Lifecycle managementSearch, inspect status, check for updates, and update installed skills
Version-controlled sourceEvery skill is plain text, reviewable, portable, and easy to customize

🚀 Quick start

Install everything

The default target is the global Claude Code skills directory.

curl -fsSL https://raw.githubusercontent.com/LeonChaoX/qinyan-academic-skills/main/install.sh | bash

[!NOTE] The installer requires Bash, Git, and curl. On Windows, run it in WSL or Git Bash. Review install.sh before piping it to Bash if your environment requires source inspection.

Install only what you need

INSTALLER="https://raw.githubusercontent.com/LeonChaoX/qinyan-academic-skills/main/install.sh"

# Install one category
curl -fsSL "$INSTALLER" | bash -s -- --category 01

# Install one skill
curl -fsSL "$INSTALLER" | bash -s -- --skill scanpy

# Install into the current project instead of globally
curl -fsSL "$INSTALLER" | bash -s -- --project --skill scientific-writing

# Target another supported agent
curl -fsSL "$INSTALLER" | bash -s -- --tool codex

Short forms such as -c, -s, and -t are also supported. Run bash install.sh --help for the complete command reference.

Discover and maintain skills

# Browse and search
bash install.sh --list
bash install.sh --list-skills
bash install.sh --search "protein"

# Inspect and update
bash install.sh --status
bash install.sh --check-update
bash install.sh --update
bash install.sh --update --skill scanpy

Clone the repository

git clone https://github.com/LeonChaoX/qinyan-academic-skills.git
cd qinyan-academic-skills
bash install.sh --help

🤖 Supported agents

Agent--tool valueGlobal directoryProject directory
Claude Codeclaude (default)~/.claude/skills/.claude/skills/
Cursorcursor~/.cursor/skills/.cursor/skills/
Codexcodex~/.codex/skills/.codex/skills/
Gemini CLIgemini~/.gemini/skills/.gemini/skills/
OpenClawopenclaw~/.openclaw/skills/.openclaw/skills/
OpenCodeopencode~/.config/opencode/skills/.opencode/skills/

🧭 Skill catalog

Each category links directly to its source directory. Use --list-skills for the complete list or --search <term> to discover skills by name and description.

IDCategorySkillsFocus
Qinyan Academic skills10Paper search, analysis, citations, and Nature-focused writing, review, figures, and statistics
01Literature discovery and reference management10Scholarly search, reviews, citation workflows, and literature databases
02Scientific writing and communication6Manuscripts, peer review, research proposals, and venue templates
03Academic presentation and visualization9Slides, posters, schematics, infographics, and scientific figures
04Research methods and scientific reasoning10Hypotheses, critical thinking, brainstorming, evaluation, and grants
05Bioinformatics and genomics21Sequences, single-cell analysis, regulatory networks, and variants
06Cheminformatics and drug discovery12Molecular processing, docking, medicinal chemistry, and simulation
07Clinical medicine and precision health18Trials, clinical reports, imaging, variants, and decision support
08Protein engineering and structural biology7Protein language models, structures, domains, and sequence resources
09Machine learning and artificial intelligence14Deep learning, classical ML, forecasting, optimization, and explainability
10Materials science and computational physics10Materials, quantum computing, astronomy, fluids, and simulation
11Data analysis and statistical modeling11Dataframes, statistics, visualization, graphs, and symbolic mathematics
12Scientific databases22Chemistry, genes, proteins, pathways, populations, and patents
13Laboratory automation and integrations9ELNs, cloud labs, robotics, imaging, and workflow platforms
14Documents and data tools7PDF, Word, PowerPoint, spreadsheets, notebooks, and conversion
15Finance and economic data6Markets, filings, fiscal data, economic series, and research reports
16Geospatial analysis and remote sensing2GIS, satellite imagery, spatial analysis, and remote sensing
17Platforms and infrastructure3Resource discovery, cloud compute, and ISO 13485 readiness

First-party Qinyan Academic skills

SkillPurpose
qinyan-paper-searchSearch Google Scholar, PubMed, arXiv, and Wanfang through the Qinyan Academic OpenAPI
qinyan-paper-analysisProduce structured, in-depth analysis of individual academic papers
qinyan-paper-polishImprove Chinese and English academic prose while preserving meaning
qinyan-citationDiscover sources and format citations in common academic styles
qinyan-topic-analysisEvaluate research topics, evidence landscapes, and promising directions
qinyan-nature-writingBuild evidence-led manuscript arguments, sections, and initial-submission materials
qinyan-nature-polishingRestructure, translate, and polish academic prose without changing scientific meaning
qinyan-nature-reviewRun traceable pre-submission review through conceptual, technical, and evidence lenses
qinyan-nature-figuresDesign, export, and preflight reproducible publication figures
qinyan-nature-statisticsPlan, analyse, audit, and report design-aware manuscript statistics

🔬 Research workflows

GoalRecommended starting points
Literature search and evidence mappingqinyan-paper-search, openalex-database, pubmed-database, literature-review
Manuscript drafting and revisionqinyan-nature-writing, qinyan-nature-polishing, qinyan-nature-review, venue-templates
Grant and proposal developmentnsfc-proposal, nssfc-proposal, research-grants, research-proposal
Academic slides and posterspaper-slide-deck, scientific-slides, latex-posters, pptx-posters
Bioinformatics and omicsbiopython, scanpy, pydeseq2, scvi-tools, gget
Drug discovery and molecular modelingrdkit, deepchem, diffdock, molecular-dynamics, rowan
Statistical analysis and visualizationstatistical-analysis, statsmodels, polars, plotly, seaborn
Clinical and precision medicineclinical-decision-support, clinicaltrials-database, clinvar-database, pydicom

[!TIP] Start with one focused skill, inspect its SKILL.md, and combine skills only when the research workflow genuinely needs multiple capabilities.


📖 Documentation

  • Technical guide — installer architecture, search, update detection, and version management
  • install.sh --help — complete CLI options and examples
  • skills/ — canonical source for every skill

🙏 Sources and attribution

This collection combines first-party Qinyan Academic skills with carefully organized skills derived from the following open-source projects:

  • K-Dense-AI/claude-scientific-skills — broad scientific research skill collection
  • luwill/research-skills — academic slides, literature reviews, and research planning workflows
  • Yuan1z0825/nature-skills — Apache-2.0 architectural inspiration for Nature-focused workflows; the Qinyan suite is independently rewritten
  • Qinyan Academic — paper search, paper analysis, academic polishing, citation discovery, and topic analysis

Attribution and license metadata for an individual skill remain in that skill's SKILL.md.


🤝 Contributing

Contributions that improve skills, translations, documentation, and installer compatibility are welcome.

  1. Fork the repository and create a focused branch from main
  2. Add or update a skill in the appropriate category, keeping SKILL.md as its entry point
  3. Update affected documentation and translations
  4. Validate links, commands, and formatting
  5. Open a pull request with a clear description of the change and its impact

When changing shared facts such as counts, supported tools, or CLI flags, update all five README files in the same pull request.


📄 License

The repository is distributed under the MIT License. Individual skills may declare additional or different terms in their SKILL.md; review those terms before redistribution or commercial use.

Files in the repo

Repository payload11 top-level entries
  • docs
  • skills
  • .gitignore
  • install.sh
  • LICENSE
  • NATURE-SKILLS.md
  • README.ja-JP.md
  • README.ko-KR.md
  • README.md
  • README.zh-CN.md
  • README.zh-TW.md

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