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.

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Decision summary

Streamlit is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Streamlit

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

Fastest prototype

Streamlit

Best first install candidate based on install readiness and adoption.

Freshest repo

Streamlit

Most recent maintenance signal among this shortlist.

SignalPs4ds

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

Machine Learning Complete

A comprehensive machine learning repository containing 30+ notebooks on different concepts, algorithms and techniques.

Streamlit

Streamlit — A faster way to build and share data apps.

Nannyml

nannyml: post-deployment data science in python

Quality
74/100
Strong
77/100
Strong
100/100
Excellent
87/100
Excellent
Decision verdict
85/100
Production-ready

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

79/100
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.

89/100
Production-ready

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

Adoption593 stars
0 installs
5.0K stars
0 installs
45K stars
0 installs
2.1K stars
0 installs
FreshnessMar 23, 2026Sep 22, 2023Jun 14, 2026Jul 12, 2025
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that require actively maintained dependencies · production agents without a repository reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add cfgranda/ps4ds
$ npx skills add Nyandwi/machine_learning_complete
$ npx skills add streamlit/streamlit
$ npx skills add NannyML/nannyml