Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
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
Keras
Most recent maintenance signal among this shortlist.
| Signal | Pyro Deep universal probabilistic programming with Python and PyTorch | 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 | Fastai The fastai deep learning library |
|---|---|---|---|---|
| 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 | 9.0K stars Verified outcomes are shown on each skill page | 31K stars Verified outcomes are shown on each skill page | 64K stars Verified outcomes are shown on each skill page |
| 28K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 5, 2026 | Jun 10, 2026 | Jun 12, 2026 | May 20, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Jupyter Notebook, 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 | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation 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 pyro-ppl/pyro | $ npx skills add Lightning-AI/pytorch-lightning | $ npx skills add keras-team/keras | $ npx skills add fastai/fastai |