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.

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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

Flink

Most recent maintenance signal among this shortlist.

SignalDs Resources

Data Science Resources for interview preparation and learning

Streamlit

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

Imbalanced Learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

Flink

Apache Flink

Quality
74/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
73/100
Strong shortlist

Shortlist this skill and compare it with close alternatives before production adoption.

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.

Adoption147 stars
0 installs
45K stars
0 installs
7.1K stars
0 installs
26K stars
0 installs
FreshnessJun 7, 2026Jun 14, 2026Jun 7, 2026Jun 20, 2026
Use-case fit
Stack fit
Platform hintsSQL, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude CodeJava, SQL, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · builders willing to evaluate younger projectsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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
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Install
$ npx skills add Extremesarova/ds_resources
$ npx skills add streamlit/streamlit
$ npx skills add scikit-learn-contrib/imbalanced-learn
$ npx skills add apache/flink