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
Open Notebook is the strongest overall pick here because it has a 100/100 readiness score and fits Research agents.
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 | CSAPP Labs Solutions and Notes for Labs of Computer Systems: A Programmer's Perspective 3rd Editon // 《深入理解计算机系统》第三版的实验文件、解答与笔记 | Open Notebook An Open Source implementation of Notebook LM with more flexibility and features | Notebook Jupyter Interactive Notebook | Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc. |
|---|---|---|---|---|
| Quality | 70/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 72/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 2.6K 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 | 17K stars Verified outcomes are shown on each skill page |
| Freshness | Feb 15, 2023 | Jun 18, 2026 | Jun 19, 2026 | Jun 15, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | C, Notebook, Claude Code | TypeScript, Notebook, Claude Code | Jupyter Notebook, 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 · 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 | 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 Exely/CSAPP-Labs | $ npx skills add lfnovo/open-notebook | $ npx skills add jupyter/notebook | $ npx skills add ipython/ipython |