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

Transformers is the strongest overall pick here because it has a 100/100 readiness score and fits Multimodal media.

Strongest overall

Transformers

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

Fastest prototype

Transformers

Best first install candidate based on install readiness and adoption.

Freshest repo

Transformers

Most recent maintenance signal among this shortlist.

Signal	Opensmile Python Python package for openSMILE	Transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.	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.
Quality	67/100 Promising	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	66/100 Prototype first Prototype with this skill first; keep a fallback candidate ready.	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	324 stars 0 installs	162K stars 0 installs	28K stars 0 installs	31K stars 0 installs
Freshness	Jan 26, 2026	Jun 16, 2026	Jun 16, 2026	Jun 10, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	Multimodal media Coding agents RAG and knowledge	Sports analytics Coding agents RAG and knowledge	Coding agents GitHub automation RAG and knowledge
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Content growth agent
Platform hints	BitBake, Machine Learning, Claude Code	Python, Machine Learning, Claude Code	C++, Machine Learning, Claude Code	Python, Machine Learning, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No major risk signals from current metadata	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals	Sports analytics 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	4 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add audeering/opensmile-python`	`$ npx skills add huggingface/transformers`	`$ npx skills add dmlc/xgboost`	`$ npx skills add Lightning-AI/pytorch-lightning`