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.

Add more skills

Decision summary

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

Strongest overall

Gradio

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

Fastest prototype

Gradio

Best first install candidate based on install readiness and adoption.

Freshest repo

Gradio

Most recent maintenance signal among this shortlist.

SignalSportsipy

A free sports API written for python

Nautilus Trader

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

Gradio

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

Pytorch Lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

Quality
54/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
56/100
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.

Adoption561 stars
0 installs
23K stars
0 installs
43K stars
0 installs
31K stars
0 installs
FreshnessJan 31, 2025Jun 14, 2026Jun 17, 2026Jun 10, 2026
Use-case fit
Sports analyticsGitHub automationCoding agents
Finance and quantSports analyticsGitHub automation
Data analysisGitHub automationCoding agents
Coding agentsGitHub automationRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentBrowser QA agent
Coding review agentContent growth agent
Platform hintsPython, Sports Data, Claude CodeRust, Sports Analytics, Claude CodePython, Data Analysis, Claude CodePython, Machine Learning, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forSports analytics workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis 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 require actively maintained dependencies · production agents without a repository 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 roclark/sportsipy
$ npx skills add nautechsystems/nautilus_trader
$ npx skills add gradio-app/gradio
$ npx skills add Lightning-AI/pytorch-lightning