Star0

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

Ipython is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

Ipython

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

Fastest prototype

Ipython

Best first install candidate based on install readiness and adoption.

Freshest repo

Docker Stacks

Most recent maintenance signal among this shortlist.

SignalDocker Stacks

Ready-to-run Docker images containing Jupyter applications

Ipython

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

Notebook

Jupyter Interactive Notebook

Numpy 100

100 numpy exercises (with solutions)

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
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.

100/100
Production-ready

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

Adoption8.4K stars
0 installs
17K stars
0 installs
13K stars
0 installs
14K stars
0 installs
FreshnessJun 20, 2026Jun 15, 2026Jun 19, 2026Apr 29, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
GitHub automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Notebook, Claude CodePython, Notebook, Claude CodeJupyter Notebook, Notebook, Claude CodePython, Notebook, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents 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 signalsGitHub automation 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 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
OpenAgentSkill engagement0 views
0 install copies
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Install
$ npx skills add jupyter/docker-stacks
$ npx skills add ipython/ipython
$ npx skills add jupyter/notebook
$ npx skills add rougier/numpy-100