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.

Decision summary

Strongest overall

CrewAI

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

Fastest prototype

CrewAI

Best first install candidate based on install readiness and adoption.

Freshest repo

CrewAI

Most recent maintenance signal among this shortlist.

Signal	ScraperFC Python package for scraping soccer data from a variety of sources	Soccerdata ⛏⚽ Scrape soccer data from Club Elo, ESPN, FBref, Football-Data.co.uk, Sofascore, SoFIFA, Understat and WhoScored.	Nautilus Trader Production-grade Rust-native trading engine with deterministic event-driven architecture	CrewAI Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Quality	73/100 Strong	98/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	72/100 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.
Adoption	389 stars Verified outcomes are shown on each skill page	1.8K stars Verified outcomes are shown on each skill page	23K stars