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

Docker Stacks

Most recent maintenance signal among this shortlist.

Signal	Scipy 2017 Cython Tutorial Material for the SciPy 2017 Cython tutorial	Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.	Docker Stacks Ready-to-run Docker images containing Jupyter applications	Streamlit Streamlit — A faster way to build and share data apps.
Quality	43/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	33/100 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	141 stars 0 installs	17K stars 0 installs	8.4K stars 0 installs	45K stars 0 installs
Freshness	Jul 12, 2017	Jun 15, 2026	Jun 20, 2026	Jun 14, 2026
Use-case fit	GitHub automation Coding agents RAG and knowledge	GitHub automation Coding agents RAG and knowledge	Coding agents RAG and knowledge Workflow automation	Data analysis GitHub automation Coding agents
Stack fit	Content growth agent Coding review agent	Coding review agent Content growth agent	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	Python, Notebook, Claude Code	Python, Notebook, Claude Code	Python, Notebook, Claude Code	Python, Data Analysis, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	GitHub automation workflows · Claude Code teams · builders willing to evaluate younger projects	GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add kwmsmith/scipy-2017-cython-tutorial`	`$ npx skills add ipython/ipython`	`$ npx skills add jupyter/docker-stacks`	`$ npx skills add streamlit/streamlit`