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.

Add more skills

Decision summary

Streamlit is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

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

Gradio

Most recent maintenance signal among this shortlist.

SignalScikit Learn Intelex

Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application

OneDAL

oneAPI Data Analytics Library (oneDAL)

Gradio

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

Streamlit

Streamlit — A faster way to build and share data apps.

Quality
100/100
Excellent
85/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
100/100
Production-ready

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

96/100
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.

Adoption1.4K stars
0 installs
650 stars
0 installs
43K stars
0 installs
45K stars
0 installs
FreshnessJun 17, 2026Jun 13, 2026Jun 17, 2026Jun 14, 2026
Use-case fit
Stack fit
Platform hintsPython, Data Analysis, Claude CodeC++, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement1 views
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Install
$ npx skills add uxlfoundation/scikit-learn-intelex
$ npx skills add uxlfoundation/oneDAL
$ npx skills add gradio-app/gradio
$ npx skills add streamlit/streamlit