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

Pathway

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

Fastest prototype

Pathway

Best first install candidate based on install readiness and adoption.

Freshest repo

Airflow

Most recent maintenance signal among this shortlist.

Signal	Spark Drop-in replacement for Apache Spark UI	Flink Cdc Flink CDC is a streaming data integration tool	Airflow Apache Airflow - A platform to programmatically author, schedule, and monitor workflows	Pathway Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
Quality	78/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	77/100 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	466 stars Verified outcomes are shown on each skill page	6.5K stars Verified outcomes are shown on each skill page	47K stars Verified outcomes are shown on each skill page