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
Ipython is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
Ipython
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Ipython
Best first install candidate based on install readiness and adoption.
Freshest repo
Docker Stacks
Most recent maintenance signal among this shortlist.
| Signal | SublimeNotebook 📝 Make Sublime Text your favorite note taking/journal application | Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc. | Numpy 100 100 numpy exercises (with solutions) | Docker Stacks Ready-to-run Docker images containing Jupyter applications |
|---|---|---|---|---|
| Quality | 50/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 40/100 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 | 223 stars 0 installs | 17K stars 0 installs | 14K stars 0 installs | 8.4K stars 0 installs |
| Freshness | Apr 30, 2018 | Jun 15, 2026 | Apr 29, 2026 | Jun 20, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Notebook, Claude Code | Python, Notebook, Claude Code | Python, Notebook, Claude Code | Python, Notebook, 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 | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 aviaryan/SublimeNotebook | $ npx skills add ipython/ipython | $ npx skills add rougier/numpy-100 | $ npx skills add jupyter/docker-stacks |