Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

Decision summary

Strongest overall

Streamlit

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Streamlit

Best first install candidate based on install readiness and adoption.

Freshest repo

Streamlit

Most recent maintenance signal among this shortlist.

Signal	Edaviz edaviz - Python library for Exploratory Data Analysis and Visualization in Jupyter Notebook or Jupyter Lab	Streamlit Streamlit — A faster way to build and share data apps.	Reflex 🕸️ Web apps in pure Python 🐍	Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All!
Quality	45/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	35/100 Needs manual review Do a manual repository review before adding this to an agent workflow.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	226 stars Verified outcomes are shown on each skill page	45K stars Verified outcomes are shown on each skill page	29K stars Verified outcomes are shown on each skill page