Help us improve
Share bugs, ideas, or general feedback.
Share bugs, ideas, or general feedback.
Share bugs, ideas, or general feedback.
By Aperivue
Runs an end-to-end medical research workflow: systematic literature search, manuscript writing with compliance audits against 32 reporting guidelines, statistical analysis with sample size justification, reference management, peer review drafting, and journal submission preparation. Includes cohort study reproduction, meta-analysis feasibility assessment, data profiling, and PPTX presentation generation for academic conferences.
npx claudepluginhub aperivue/medsci-skills --plugin medsci-literatureMedical AI paper optimization for AI search engines (Perplexity, ChatGPT web, Elicit, Consensus, SciSpace) and RAG-based literature tools. Applies when drafting or reviewing titles, abstracts, structured summary boxes (Key Points / Research in Context / Plain-Language Summary), manuscripts for high-impact medical AI journals (Lancet Digital Health, Radiology, Radiology-AI, npj Digital Medicine, Nature Medicine), preprints (medRxiv/arXiv), GitHub README + CITATION.cff + Zenodo archives, and Hugging Face model/dataset cards. Integrates TRIPOD+AI, CLAIM 2024, STARD-AI, TRIPOD-LLM, DECIDE-AI reporting requirements with generative engine optimization (GEO) principles. Produces a visible pass/fail checklist.
Add a new journal to the MedSci Skills profile database. Extracts metadata from author guidelines, generates write-paper (detailed) and find-journal (compact) profiles in canonical format with quality gates.
Statistical analysis for medical research papers. Generates reproducible Python/R code with publication-ready tables and figures. Supports diagnostic accuracy, inter-rater agreement, meta-analysis, survival analysis, survey data, group comparisons, regression, propensity score, and repeated measures.
PubMed author profile analysis. Author name → PubMed fetch → study type classification → visualization → strategy report.
Generate N analysis scripts from a single methodology template × multiple exposure/outcome combinations. The "80-person team" pattern — same validated method, swap variables only. Produces batch R/Python code + summary matrix.
Share bugs, ideas, or general feedback.
Own this plugin?
Verify ownership to unlock analytics, metadata editing, and a verified badge.
Sign in to claimOwn this plugin?
Verify ownership to unlock analytics, metadata editing, and a verified badge.
Sign in to claimBased on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Scientific presentation agents and skills specializing in professional, insightful and engaging research presentations.
Scientific writing, citations, grants, posters, and academic career (13 skills)
A growing collection of Claude-compatible academic workflow bundles for producing work at Nature-journal standard. Covers scientific figures (nature-figure), manuscript prose polishing (nature-polishing), manuscript drafting and methods writing (nature-writing), reviewer-style pre-submission assessment (nature-reviewer), citation retrieval and export (nature-citation), data availability statements and FAIR metadata (nature-data), paper-to-PPTX presentation conversion (nature-paper2ppt), literature search via MCP (nature-academic-search), paper reading and annotation (nature-reader), and peer-review response drafting (nature-response). Future releases planned: statistical reporting, cover letters, and review articles. Rules are derived from primary sources, including published Nature papers, journal author guidelines, and structured writing curricula.
Microsoft Office document creation skills (PowerPoint, Word, Excel)
Multi-agent orchestrator for academic writing: 12 specialist agents and 30 writing principles for review, research, drafting, polishing, bibliography auditing, and literature surveys.
Academic research agents — hypothesis generation, experiment design, paper drafting, peer review simulation, and more.
43 skills that actually work. Built by a physician-researcher, tested on real publications.
MedSci Skills is a submission-grade clinical manuscript workflow, not a generic biomedical skill catalog. It competes on clinical submission reliability, not skill count.

Topic Discovery → Literature Search → Full-Text Retrieval → Study Design → Sample Size → Protocol → De-identification → Data Cleaning → Statistics → Figures → Writing → Humanize → Compliance → Journal Selection → Peer Review → Revision → Presentation
Created & maintained by Yoojin Nam, MD
Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea

No terminal? Use the classroom installer ZIP — download, unzip, double-click the installer, then restart your agent app (see Installation).
Have git? Install every skill in three commands:
git clone https://github.com/Aperivue/medsci-skills.git
mkdir -p ~/.claude/skills
cp -r medsci-skills/skills/* ~/.claude/skills/
Restart Claude Code, then start with /orchestrate — it classifies your request and routes you to the right skill. Full install options (Codex, Cursor, individual skills) are in Installation.
Prefer plugins? One line adds the marketplace; /plugin then lets you browse eight category plugins and enable the ones you want:
/plugin marketplace add Aperivue/medsci-skills
/plugin # browse eight category plugins; enable the ones you want
| Plugin | Covers |
|---|---|
medsci-literature | Literature search, full-text retrieval, Zotero sync, reference-integrity audits |
medsci-data | Study design, variable operationalization, sample size, data cleaning, de-identification, codebooks, dataset versioning |
medsci-analysis | Statistics, figures, batch/cross-national/replication analysis, meta-analysis |
medsci-writing | IMRAD & protocol drafting, AI-pattern removal, AI-search optimization, reviewer responses |
medsci-review | Self-review, peer review, reporting-guideline compliance |
medsci-submission | Submission packaging, journal selection, ICMJE/IRB form filling, grant proposals |
medsci-project | Orchestration, project intake/management, gap & topic discovery, author strategy |
medsci-presentation | Presentations/PPTX, PDF/document rendering, environment setup, skill publishing |
Install a single category and invoke its skills under that namespace:
/plugin install medsci-analysis@medsci-skills
/medsci-analysis:analyze-stats
All eight plugins share the same repository source, so this groups and enables skills by category — it is not a partial download. The marketplace tracks main, so a plugin's version is its git commit.
Want just one capability? Two skills are also published as focused standalone repos (generated mirrors; this repo stays the source of truth), each installable on its own with /plugin marketplace add Aperivue/<repo>: