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.

SignalSoccerPredictor

Predicting soccer matches outcomes with machine learning as time series.

Nautilus Trader

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

Open Data

Free football data from StatsBomb

Gradio

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

Quality
42/100
Needs review
100/100
Excellent
99/100
Excellent
100/100
Excellent
Decision verdict
32/100
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.

Adoption111 stars
0 installs
23K stars
0 installs
3.3K stars
0 installs
43K stars
0 installs
FreshnessNov 21, 2022Jun 14, 2026May 26, 2026Jun 17, 2026
Use-case fit
Sports analyticsCoding agentsRAG and knowledge
Finance and quantSports analyticsGitHub automation
Sports analyticsCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentBrowser QA agent
Platform hintsPython, Sports Data, Claude CodeRust, Sports Analytics, Claude CodeSports Data, Claude CodePython, Data Analysis, 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 · builders willing to evaluate younger projectsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics 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 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add jkrusina/SoccerPredictor
$ npx skills add nautechsystems/nautilus_trader
$ npx skills add statsbomb/open-data
$ npx skills add gradio-app/gradio