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

Xgboost

Most recent maintenance signal among this shortlist.

Signal	Safe Space Github action that checks the toxicity level of comments and PR reviews to help make repos safe spaces.	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.	Keras Deep Learning for humans
Quality	53/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	43/100 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.
Adoption	473 stars 0 installs	28K stars 0 installs	31K stars 0 installs	64K stars 0 installs
Freshness	Jun 24, 2021	Jun 16, 2026	Jun 10, 2026	Jun 12, 2026
Use-case fit	GitHub automation Coding agents RAG and knowledge	Sports analytics Coding agents RAG and knowledge	Coding agents GitHub automation RAG and knowledge	Sports analytics GitHub automation Coding agents
Stack fit	Coding review agent Content growth agent	Content growth agent Coding review agent	Coding review agent Content growth agent	Content growth agent Coding review agent
Platform hints	JavaScript, Machine Learning, Claude Code	C++, Machine Learning, Claude Code	Python, Machine Learning, Claude Code	Python, Machine Learning, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	GitHub automation workflows · Claude Code teams · builders willing to evaluate younger projects	Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add charliegerard/safe-space`	`$ npx skills add dmlc/xgboost`	`$ npx skills add Lightning-AI/pytorch-lightning`	`$ npx skills add keras-team/keras`