Ross ROSS = Recommend OSS · open-source software intelligence for agents

huang-sir1/radiology-skills

None observed · 2026-10-16

github.com/huang-sir1/radiology-skills · Python · NOASSERTION (other) observed · 2026-10-16

Health v2 · maintenance only

67/100

  • Activity 96
  • Release rhythm 64
  • Longevity 8

Flags: young no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 124
  • days_rel: 30
  • days_push: 29
  • n_releases_24m: 1

Full methodology

Adoption not part of the score

1962 stars · 19 forks observed · 2026-10-16

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

An open-source collection of 27 Claude/Codex 'skills' (modular rule files) for medical imaging research, covering radiomics, deep learning, imaging genomics, multi-omics fusion, federated learning, statistics, and manuscript/grant writing. It encodes reviewer-level methodological standards from high-impact journals like Radiology and Nature series to help researchers design, validate, and publish imaging AI studies.

Use cases

  • design a radiomics study from CT/MRI data and check feasibility
  • audit a deep learning pipeline for data leakage before submission
  • check a manuscript against CLAIM, TRIPOD+AI, and CLEAR reporting guidelines
  • plan multi-omics fusion or federated learning study design
  • translate Chinese drafts and reviewer responses into English submission text
  • prepare grant proposals for imaging AI projects
  • simulate a strict peer review before submitting to Radiology or Nature Medicine

When to choose

  • you are a clinical research team working on radiomics or medical imaging AI
  • you target high-impact journals like Radiology, Lancet Digital Health, or Nature Medicine
  • you need reviewer-perspective checks on study design, statistics, and reporting compliance
  • you want structured workflows for grant writing and journal submission in medical imaging

When to avoid

  • you need actual image processing or model training code rather than research guidance
  • you work outside medical imaging or radiology research
  • you want a general-purpose paper writing assistant without domain-specific rules
  • you need a tool that runs independently of Claude or Codex agents

Facets

plugin · maturity active

agent-framework prompt-engineering documentation developer-tools machine-learning nlp artificial-intelligence machine-learning healthcare education tutorials developer-tools python cli cross-platform claude-skills codex-skills radiology radiomics medical-imaging-ai research-workflows manuscript-writing peer-review-simulation grant-writing medical-ai

1 source

Member repositories

RepositoryRoleHealth v2
huang-sir1/radiology-skillsmain67

For agents

markdown · JSON · MCP: product_card(name="huang-sir1/radiology-skills")

Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem