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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

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

Strongest overall

Tensorflow

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

Fastest prototype

Tensorflow

Best first install candidate based on install readiness and adoption.

Freshest repo

Tensorflow

Most recent maintenance signal among this shortlist.

SignalFlink Ml

Machine learning library of Apache Flink

Pytorch Lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

Tensorflow

An Open Source Machine Learning Framework for Everyone

Handson Ml

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

Quality
79/100
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.

Adoption331 stars
0 installs
31K stars
0 installs
196K stars
0 installs
26K stars
0 installs
FreshnessMay 26, 2026Jun 10, 2026Jun 16, 2026May 19, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsGitHub automationRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeWorkflow automation
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJava, Machine Learning, Claude CodePython, Machine Learning, Claude CodeC++, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, 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 · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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
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Install
$ npx skills add apache/flink-ml
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add tensorflow/tensorflow
$ npx skills add ageron/handson-ml