Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Spark is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
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 Docker Official Dockerfile for Apache Spark | 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. |
|---|---|---|---|---|
| Quality | 79/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 78/100 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 | 169 stars 0 installs | 43K stars 0 installs | 26K stars 0 installs | 8.6K stars 0 installs |
| Freshness | Jun 18, 2026 | Jun 20, 2026 | Jun 20, 2026 | Jun 20, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Dockerfile, SQL, Claude Code | Scala, SQL, Claude Code | Java, SQL, Claude Code | Java, SQL, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Workflow automation workflows · Claude Code teams · builders willing to evaluate younger projects | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/spark-docker | $ npx skills add apache/spark | $ npx skills add apache/flink | $ npx skills add apache/beam |