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
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. | Streamlit Streamlit — A faster way to build and share data apps. |
|---|---|---|---|---|
| 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 | 46K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page | 45K stars Verified outcomes are shown on each skill page |
| Freshness | Jul 20, 2025 | Jun 20, 2026 | Jun 12, 2026 | Jun 14, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Data Pipeline, Claude Code | Python, ETL, Claude Code | Java, Data Pipeline, Claude Code | Python, Data Analysis, 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 · teams that value GitHub adoption signals | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis 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 streamlit/streamlit |