Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 1 skill
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Sparkmagic is the strongest overall pick here because it has a 82/100 readiness score and fits Coding agents.
Strongest overall
Sparkmagic
Shortlist this skill and compare it with close alternatives before production adoption.
Fastest prototype
Sparkmagic
Best first install candidate based on install readiness and adoption.
Freshest repo
Sparkmagic
Most recent maintenance signal among this shortlist.
| Signal | Sparkmagic Jupyter magics and kernels for working with remote Spark clusters |
|---|---|
| Quality | 80/100 Strong |
| Decision verdict | 82/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. |
| Adoption | 1.4K stars 0 installs |
| Freshness | Sep 9, 2025 |
| Use-case fit | |
| Stack fit | |
| Platform hints | Python, Notebook, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet |
| Best for | Coding agents 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 |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add jupyter-incubator/sparkmagic |