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 4 skills

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

Open Notebook

Most recent maintenance signal among this shortlist.

Signal	Jupyter Studio The AI-native JupyterLab — open-source Cursor for notebooks. Cmd+K inline edit, multi-step agent with cell-level tools (read/edit/run), chat with @cell/@file context, ghost-text completion, one-click traceback fix. BYO model: Anthropic, OpenAI, Gemini, Ollama, vLLM. Local-first, privacy-first, fully open source.	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features	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)
Quality	68/100 Promising	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	67/100 Prototype first Prototype with this skill first; keep a fallback candidate ready.	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	53 stars 0 installs	32K stars 0 installs	17K stars 0 installs	14K stars