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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

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.

SignalTgboost

Tiny Gradient Boosting Tree

Xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

Pytorch Lightning

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

Google Research

Google Research

Quality
51/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
41/100
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.

Adoption324 stars
0 installs
28K stars
0 installs
31K stars
0 installs
38K stars
0 installs
FreshnessJun 13, 2019Jun 16, 2026Jun 10, 2026Jun 16, 2026
Use-case fit
Sports analyticsCoding agentsRAG and knowledge
Sports analyticsCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
RAG and knowledgeCoding agentsResearch agents
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
RAG knowledge baseContent growth agent
Platform hintsJava, Machine Learning, Claude CodeC++, Machine Learning, Claude CodePython, 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 forSports analytics workflows · Claude Code teams · builders willing to evaluate younger projectsSports 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 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add wepe/tgboost
$ npx skills add dmlc/xgboost
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add google-research/google-research