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
Pathway is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Pathway
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pathway
Best first install candidate based on install readiness and adoption.
Freshest repo
Flink
Most recent maintenance signal among this shortlist.
| Signal | Hydrograph A visual ETL development and debugging tool for big data | Flink Apache Flink | Pathway Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. | Hive Apache Hive |
|---|---|---|---|---|
| Quality | 48/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 38/100 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 | 157 stars Verified outcomes are shown on each skill page | 26K stars Verified outcomes are shown on each skill page | 63K stars Verified outcomes are shown on each skill page | 6.0K stars Verified outcomes are shown on each skill page |
| Freshness | Dec 5, 2022 | Aug 26, 2026 | Jul 2, 2026 | Aug 26, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Java, ETL, Claude Code | Java, SQL, Claude Code | Python, ETL, Claude Code | Java, SQL, 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 | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Database and SQL 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 BitwiseInc/Hydrograph | $ npx skills add apache/flink | $ npx skills add pathwaycom/pathway | $ npx skills add apache/hive |