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

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.

SignalDatasets

source{d} datasets ("big code") for source code analysis and machine learning on source code

CLIP

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

Google Research

Google Research

Mlops Zoomcamp

Free MLOps course from DataTalks.Club

Quality
47/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
37/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption348 stars
Verified outcomes are shown on each skill page
34K stars
Verified outcomes are shown on each skill page
38K stars
Verified outcomes are shown on each skill page
15K stars
Verified outcomes are shown on each skill page
FreshnessNov 27, 2019Mar 25, 2026Jun 16, 2026Jun 10, 2026
Use-case fit
Workflow fit
Platform hintsJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude Code
WarningsRepository looks stale · No 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 signalsRAG and knowledge 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 require actively maintained dependencies · production agents without a repository 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 src-d/datasets
$ npx skills add openai/CLIP
$ npx skills add google-research/google-research
$ npx skills add DataTalksClub/mlops-zoomcamp