Star200+

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

Keras is the strongest overall pick here because it has a 100/100 readiness score and fits Sports analytics.

Strongest overall

Keras

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

Fastest prototype

Keras

Best first install candidate based on install readiness and adoption.

Freshest repo

Keras

Most recent maintenance signal among this shortlist.

SignalPyprobml

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Fastai

The fastai deep learning library

Keras

Deep Learning for humans

CLIP

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

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.

Adoption7.1K stars
Verified outcomes are shown on each skill page
28K stars
Verified outcomes are shown on each skill page
64K stars
Verified outcomes are shown on each skill page
34K stars
Verified outcomes are shown on each skill page
FreshnessFeb 26, 2026May 20, 2026Jun 12, 2026Mar 25, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeWorkflow automation
Sports analyticsGitHub automationCoding agents
Coding agentsRAG and knowledgeWorkflow automation
Workflow fit
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodePython, 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 · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics 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 probml/pyprobml
$ npx skills add fastai/fastai
$ npx skills add keras-team/keras
$ npx skills add openai/CLIP