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

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

Strongest overall

Pandas

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

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Pandas

Most recent maintenance signal among this shortlist.

SignalTransfermarkt API

API service to get data from Transfermarkt

Nautilus Trader

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

Open Data

Free football data from StatsBomb

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

Quality
77/100
Strong
100/100
Excellent
99/100
Excellent
100/100
Excellent
Decision verdict
76/100
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.

Adoption419 stars
0 installs
23K stars
0 installs
3.3K stars
0 installs
49K stars
0 installs
FreshnessApr 12, 2026Jun 14, 2026May 26, 2026Jun 14, 2026
Use-case fit
Sports analyticsWeb scrapingCoding agents
Finance and quantSports analyticsGitHub automation
Sports analyticsCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Workflow fit
Web data pipelineContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Sports Data, Claude CodeRust, Sports Analytics, Claude CodeSports Data, 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 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 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 felipeall/transfermarkt-api
$ npx skills add nautechsystems/nautilus_trader
$ npx skills add statsbomb/open-data
$ npx skills add pandas-dev/pandas