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

Beam

Most recent maintenance signal among this shortlist.

Signal	Notebook 我的技术笔记本~	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features	Beam Apache Beam is a unified programming model for Batch and Streaming data processing.	Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Quality	44/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	34/100 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	194 stars Verified outcomes are shown on each skill page	32K stars Verified outcomes are shown on each skill page	8.6K stars Verified outcomes are shown on each skill page