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
Airflow is the strongest overall pick here because it has a 100/100 readiness score and fits Workflow automation.
Strongest overall
Airflow
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Airflow
Best first install candidate based on install readiness and adoption.
Freshest repo
Shardingsphere
Most recent maintenance signal among this shortlist.
| Signal | E2e Data Engineering An end-to-end data engineering pipeline that orchestrates data ingestion, processing, and storage using Apache Airflow, Python, Apache Kafka, Apache Zookeeper, Apache Spark, and Cassandra. All components are containerized with Docker for easy deployment and scalability. | Airflow Apache Airflow - A platform to programmatically author, schedule, and monitor workflows | Debezium Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues. | Shardingsphere Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security Across All Databases. |
|---|---|---|---|---|
| Quality | 47/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 37/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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 | 339 stars Verified outcomes are shown on each skill page | 46K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page | 21K stars Verified outcomes are shown on each skill page |
| Freshness | Feb 14, 2025 | Jun 20, 2026 | Jun 12, 2026 | Jun 25, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Data Pipeline, Claude Code | Python, ETL, Claude Code | Java, Data Pipeline, Claude Code | Java, Data Pipeline, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation 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 require actively maintained dependencies · production agents without a repository 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 airscholar/e2e-data-engineering | $ npx skills add apache/airflow | $ npx skills add debezium/debezium | $ npx skills add apache/shardingsphere |