AperivueOfficial·34 Agent Skills Included

medsci-skills

End-to-end clinical research, manuscript compliance, and model validation

Guides physician-researchers through literature search, study design, sample size, statistics, manuscript writing, and journal submission. Audits manuscripts against 49 reporting guidelines, verifies citations against PubMed and CrossRef, and catches fabricated references before peer review. Scaffolds reproducible, leakage-safe medical-imaging model training and validation with deterministic integrity gates.

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npx skills add Aperivue/medsci-skills --all -g -y

Available:

Instructs the agent to never read or run detectors against the frozen held-out paper corpus, preserving it as an unbiased test set for evaluating the suite's quality gates.

All Skills in This Repository (34)

Pure Emerald Level Indicators

📦 In Repo

Aperivue

publish-skill

Convert personal Claude Code skills into distributable packages with PII audits.

academic-aio

Optimize medical AI papers for AI search engines and RAG tools.

self-review

Generate anticipated reviewer comments with severity framing for manuscript submissions.

meta-analysis

Run end-to-end medical meta-analyses from protocol to PRISMA-compliant reporting.

find-cohort-gap

Convert cohort metadata into ranked research topic proposals with novelty evidence.

ma-scout

Identify viable meta-analysis topics and feasibility across PubMed, Consensus, Scholar Gateway, and preprints.

add-journal

Extract journal metadata from author guidelines and generate write-paper and find-journal profiles.

calc-sample-size

Compute sample size and power for medical research study designs.

check-reporting

Audit manuscripts for guideline-compliant reporting with item-by-item assessments.

write-protocol

Convert study inputs into structured IRB protocol documents with core and skeleton sections.

fill-protocol

Fill Word template tables and sections from YAML data while preserving formatting.

replicate-study

Extract study design and generate analysis code for database replication.

Official

Advanced

Frequently Asked Questions

FAQPage Schema

How to install MedSci Skills?▼

Run `npx skills add Aperivue/medsci-skills --all -g -y` in your terminal to install all 59 skills globally, then restart your agent app.

What does MedSci Skills do for medical researchers?▼

It covers the full clinical research pipeline: literature search, study design, sample size calculation, statistics, manuscript drafting, reporting-guideline compliance, citation verification, and journal submission packaging.

Can it catch fabricated citations before submission?▼

Yes. The verify-refs skill audits every reference against PubMed, CrossRef, and OpenAlex, flagging fabricated or author-mismatched citations and blocking submission until they are resolved.

Does MedSci Skills work with Claude Code and Cursor?▼

Yes. All skills follow the universal SKILL.md standard and run in Claude Code, Codex, Cursor, and GitHub Copilot.

Can clinicians use it without coding experience?▼

Yes. A classroom installer ZIP handles setup without a terminal, and the agent executes the technical steps from plain-language requests while deterministic scripts keep results reproducible.