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 2 skills

Use this as a shortlist, then open the skill detail page before adopting.

Decision summary

Strongest overall

Llm App

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Llm App

Best first install candidate based on install readiness and adoption.

Freshest repo

Llm App

Most recent maintenance signal among this shortlist.

Signal	Ps4ds Probability and Statistics for Data Science: A self-contained introduction to probability and statistics for data science, including a free pdf, 103 Python notebooks using 23 real-world datasets, 118 videos with slides, and solutions to 200 exercises	Llm App Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
Quality	66/100 Promising	100/100 Excellent
Decision verdict	68/100 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.
Adoption	595 stars Verified outcomes are shown on each skill page	59K stars Verified outcomes are shown on each skill page
Freshness	Mar 23, 2026	Jun 10, 2026
Use-case fit	Data analysis Research agents RAG and knowledge	RAG and knowledge Local desktop