Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Open Notebook
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Open Notebook
Best first install candidate based on install readiness and adoption.
Freshest repo
Notebook
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. | Open Notebook An Open Source implementation of Notebook LM with more flexibility and features | Notebook Jupyter Interactive Notebook |
|---|---|---|---|---|
| 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 Verified outcomes are shown on each skill page | 17K stars Verified outcomes are shown on each skill page | 32K stars Verified outcomes are shown on each skill page |
| 13K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 24, 2025 | Jun 15, 2026 | Jun 18, 2026 | Jun 19, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Notebook, Claude Code | Python, Notebook, Claude Code | TypeScript, Notebook, Claude Code | Jupyter Notebook, 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 | Research agents workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Research agents 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 lfnovo/open-notebook | $ npx skills add jupyter/notebook |