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

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.

Signal	Applied Reinforcement Learning Reinforcement Learning and Decision Making tutorials explained at an intuitive level and with Jupyter Notebooks	Docker Stacks Ready-to-run Docker images containing Jupyter applications	Notebook Jupyter Interactive Notebook	Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Quality	51/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	41/100 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	331 stars 0 installs	8.4K stars 0 installs	13K stars 0 installs	17K stars 0 installs
Freshness	Nov 18, 2020	Jun 20, 2026	Jun 19, 2026	Jun 15, 2026
Use-case fit	GitHub automation Coding agents RAG and knowledge	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation	GitHub automation Coding agents RAG and knowledge
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Content growth agent
Platform hints	Jupyter Notebook, Notebook, Claude Code	Python, Notebook, Claude Code	Jupyter Notebook, Notebook, Claude Code	Python, Notebook, 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	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	GitHub automation 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 mimoralea/applied-reinforcement-learning`	`$ npx skills add jupyter/docker-stacks`	`$ npx skills add jupyter/notebook`	`$ npx skills add ipython/ipython`