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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.

Add more skills

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

Notebook

Most recent maintenance signal among this shortlist.

SignalData Science Your Way

Ways of doing Data Science Engineering and Machine Learning in R and Python

Ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

Notebook

Jupyter Interactive Notebook

Streamlit

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

Quality
49/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
51/100
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.

Adoption616 stars
0 installs
17K stars
0 installs
13K stars
0 installs
45K stars
0 installs
FreshnessApr 25, 2021Jun 15, 2026Jun 19, 2026Jun 14, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Data analysisGitHub automationCoding agents
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Notebook, Claude CodePython, Notebook, Claude CodeJupyter Notebook, Notebook, Claude CodePython, Data Analysis, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 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 reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add jadianes/data-science-your-way
$ npx skills add ipython/ipython
$ npx skills add jupyter/notebook
$ npx skills add streamlit/streamlit