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

Shardingsphere

Most recent maintenance signal among this shortlist.

Signal	DataMate DataMate is an enterprise-level data processing platform designed for model fine-tuning and RAG retrieval.	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features	Shardingsphere Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security Across All Databases.	Kepler.Gl Kepler.gl is a powerful open source geospatial analysis tool for large-scale data sets.
Quality	77/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	76/100 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	359 stars Verified outcomes are shown on each skill page	32K stars Verified outcomes are shown on each skill page	21K stars