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

Pytorch Lightning is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Pytorch Lightning

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

Fastest prototype

Pytorch Lightning

Best first install candidate based on install readiness and adoption.

Freshest repo

Xgboost

Most recent maintenance signal among this shortlist.

Signal	Gorse AI powered open source recommender system engine supports classical/LLM rankers and multimodal content via embedding	Cog Containers for machine learning	Pytorch Lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.	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
Quality	100/100 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.
Adoption	9.7K stars Verified outcomes are shown on each skill page	9.4K stars Verified outcomes are shown on each skill page	31K stars Verified outcomes are shown on each skill page	28K stars Verified outcomes are shown on each skill page
Freshness	Jun 12, 2026	Jun 12, 2026	Jun 10, 2026	Jun 16, 2026
Use-case fit	Multimodal media Coding agents RAG and knowledge	Browser automation Workflow automation Multimodal media	Coding agents Browser automation Workflow automation	Coding agents Browser automation Workflow automation
Workflow fit	Content growth agent RAG knowledge base	Content growth agent Browser QA agent	Coding review agent Content growth agent	Content growth agent Coding review agent
Platform hints	Go, Machine Learning, Claude Code	Go, Machine Learning, Claude Code	Python, Machine Learning, Claude Code	C++, Machine Learning, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals	Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	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	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 gorse-io/gorse`	`$ npx skills add replicate/cog`	`$ npx skills add Lightning-AI/pytorch-lightning`	`$ npx skills add dmlc/xgboost`