Star200+

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

Scikit Learn is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

Scikit Learn

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

Fastest prototype

Scikit Learn

Best first install candidate based on install readiness and adoption.

Freshest repo

Scikit Learn

Most recent maintenance signal among this shortlist.

SignalUniSoccer

[CVPR 2025] "Towards Universal Soccer Video Understanding".

Nautilus Trader

Production-grade Rust-native trading engine with deterministic event-driven architecture

Pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Scikit Learn

scikit-learn: machine learning in Python

Quality
63/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
53/100
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.

Adoption229 stars
0 installs
23K stars
0 installs
49K stars
0 installs
66K stars
0 installs
FreshnessSep 8, 2025Jun 14, 2026Jun 14, 2026Jun 17, 2026
Use-case fit
Sports analyticsMultimodal mediaCoding agents
Finance and quantSports analyticsGitHub automation
Data analysisGitHub automationCoding agents
GitHub automationData analysisCoding agents
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsPython, Sports Analytics, Claude CodeRust, Sports Analytics, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forSports analytics workflows · Claude Code teams · builders willing to evaluate younger projectsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 jyrao/UniSoccer
$ npx skills add nautechsystems/nautilus_trader
$ npx skills add pandas-dev/pandas
$ npx skills add scikit-learn/scikit-learn