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

Pycaret is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Pycaret

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

Fastest prototype

Pycaret

Best first install candidate based on install readiness and adoption.

Freshest repo

Smile

Most recent maintenance signal among this shortlist.

Signal	Alink Alink is the Machine Learning algorithm platform based on Flink, developed by the PAI team of Alibaba computing platform.	Orange3 🍊 :bar_chart: :bulb: Orange: Interactive data analysis	Smile Statistical Machine Intelligence & Learning Engine	Pycaret Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.
Quality	76/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	78/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption.	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	3.6K stars 0 installs	5.6K stars 0 installs	6.4K stars 0 installs	9.8K stars 0 installs
Freshness	Jun 7, 2024	May 25, 2026	Jun 18, 2026	Jun 12, 2026
Use-case fit	Sports analytics Coding agents RAG and knowledge	Data analysis GitHub automation Coding agents	GitHub automation Coding agents RAG and knowledge	Coding agents GitHub automation 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	Java, Machine Learning, Claude Code	Python, Machine Learning, Claude Code	Java, Machine Learning, Claude Code	Python, Machine Learning, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No major risk signals from current metadata	No OpenAgentSkill engagement data yet
Best for	Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals	GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents 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	5 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add alibaba/Alink`	`$ npx skills add biolab/orange3`	`$ npx skills add haifengl/smile`	`$ npx skills add pycaret/pycaret`