Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Spark
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Spark
Best first install candidate based on install readiness and adoption.
Freshest repo
Spark
Most recent maintenance signal among this shortlist.
| Signal | Spark Apache Spark - A unified analytics engine for large-scale data processing | Flink Apache Flink | Beam Apache Beam is a unified programming model for Batch and Streaming data processing. | Presto The official home of the Presto distributed SQL query engine for big data |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 44K stars Verified outcomes are shown on each skill page | 26K stars Verified outcomes are shown on each skill page | 8.6K stars Verified outcomes are shown on each skill page |
| 17K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 9, 2026 | Aug 26, 2026 | Aug 26, 2026 | Jun 20, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Scala, SQL, Claude Code | Java, SQL, Claude Code | Java, SQL, Claude Code | Java, SQL, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | Database and SQL workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Research agents workflows · Claude Code teams · teams that value GitHub adoption signals | Database and SQL workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 29 views 1 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/spark | $ npx skills add apache/flink | $ npx skills add apache/beam | $ npx skills add prestodb/presto |