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

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

Strongest overall

Pandas

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

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Pandas

Most recent maintenance signal among this shortlist.

Signal	Igel a delightful machine learning tool that allows you to train, test, and use models without writing code	Best Of Ml Python 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.	Pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more	Streamlit Streamlit — A faster way to build and share data apps.
Quality	88/100 Excellent	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	90/100 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.
Adoption	3.1K stars 0 installs	24K stars 0 installs	49K stars 0 installs	45K stars 0 installs
Freshness	Dec 7, 2025	Jun 11, 2026	Jun 14, 2026	Jun 14, 2026
Use-case fit	Coding agents GitHub automation Data analysis	Data analysis GitHub automation Coding agents	Data analysis GitHub automation Coding agents	Data analysis GitHub automation Coding agents
Stack fit	Coding review agent Content growth agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	Python, Data Analysis, Claude Code	Data Analysis, Claude Code, OpenAI Agents	Python, Data Analysis, Claude Code	Python, Data Analysis, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis 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 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	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 nidhaloff/igel`	`$ npx skills add lukasmasuch/best-of-ml-python`	`$ npx skills add pandas-dev/pandas`	`$ npx skills add streamlit/streamlit`