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 | Micronaut Data Ahead of Time Data Repositories | Spark Apache Spark - A unified analytics engine for large-scale data processing | Flink Apache Flink | Mybatis 3 MyBatis SQL mapper framework for Java |
|---|---|---|---|---|
| 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 | 480 stars Verified outcomes are shown on each skill page | 44K stars Verified outcomes are shown on each skill page | 26K stars Verified outcomes are shown on each skill page |
| 20K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 20, 2026 | Sep 9, 2026 | Aug 26, 2026 | Jun 19, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Java, 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 | Research agents workflows · Claude Code teams · builders willing to evaluate younger projects | 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 | 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 micronaut-projects/micronaut-data | $ npx skills add apache/spark | $ npx skills add apache/flink | $ npx skills add mybatis/mybatis-3 |