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 | VcenterKit Vcenter综合渗透利用工具包 | Vcenter Comprehensive Penetration and Exploitation Toolkit | 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 | 84/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 86/100 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 1.3K stars 0 installs | 17K stars 0 installs | 14K stars 0 installs | 8.4K stars 0 installs |
| Freshness | Oct 24, 2025 | 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 | 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 | 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 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 | 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 W01fh4cker/VcenterKit | $ npx skills add ipython/ipython | $ npx skills add rougier/numpy-100 | $ npx skills add jupyter/docker-stacks |