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

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

Ngboost

Most recent maintenance signal among this shortlist.

SignalNgboost

Natural Gradient Boosting for Probabilistic Prediction

CLIP

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

Google Research

Google Research

Shap

A game theoretic approach to explain the output of any machine learning model.

Quality
98/100
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.

Adoption1.9K 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
26K stars
Verified outcomes are shown on each skill page
FreshnessJun 18, 2026Mar 25, 2026Jun 16, 2026Jun 15, 2026
Use-case fit
Sports analyticsCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
RAG and knowledgeCoding agentsResearch agents
Coding agentsRAG and knowledgeWorkflow automation
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
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 forSports analytics workflows · Claude Code teams · teams that value GitHub adoption signalsCoding 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 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
0 install copies
0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
Install
$ npx skills add stanfordmlgroup/ngboost
$ npx skills add openai/CLIP
$ npx skills add google-research/google-research
$ npx skills add shap/shap