Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
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
Airflow
Most recent maintenance signal among this shortlist.
| Signal | Doit CLI task management & automation tool | Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc. | Debezium Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues. | Airflow Apache Airflow - A platform to programmatically author, schedule, and monitor workflows |
|---|---|---|---|---|
| Quality | 87/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 89/100 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 | 2.1K stars Verified outcomes are shown on each skill page | 17K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page |
| 47K stars Verified outcomes are shown on each skill page |
| Freshness | Feb 12, 2026 | Jun 15, 2026 | Jun 12, 2026 | Aug 25, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Data Pipeline, Claude Code | Python, Notebook, Claude Code | Java, Data Pipeline, Claude Code | Python, ETL, 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 · 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 | Workflow automation 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 pydoit/doit | $ npx skills add ipython/ipython | $ npx skills add debezium/debezium | $ npx skills add apache/airflow |