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 | Augraphy Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes | 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. | Flink Cdc Flink CDC is a streaming data integration tool |
|---|---|---|---|---|
| Quality | 54/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 56/100 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 | 547 stars Verified outcomes are shown on each skill page | 47K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page |
| 6.5K stars Verified outcomes are shown on each skill page |
| Freshness | Jul 20, 2025 | Aug 25, 2026 | Jun 12, 2026 | Aug 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 | Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals | Workflow automation 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 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 sparkfish/augraphy | $ npx skills add apache/airflow | $ npx skills add debezium/debezium | $ npx skills add apache/flink-cdc |