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

Google Research is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.

Strongest overall

Google Research

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

Fastest prototype

Google Research

Best first install candidate based on install readiness and adoption.

Freshest repo

Google Research

Most recent maintenance signal among this shortlist.

SignalJupyter Text2code

A proof-of-concept jupyter extension which converts english queries into relevant python code

Google Research

Google Research

CLIP

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

Handson Ml

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

Quality
87/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
89/100
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.

Adoption2.1K stars
0 installs
38K stars
0 installs
34K stars
0 installs
26K stars
0 installs
FreshnessOct 22, 2025Jun 16, 2026Mar 25, 2026May 19, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, 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 signalsRAG and knowledge 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add deepklarity/jupyter-text2code
$ npx skills add google-research/google-research
$ npx skills add openai/CLIP
$ npx skills add ageron/handson-ml