Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Pytorch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pytorch
Best first install candidate based on install readiness and adoption.
Freshest repo
Face Recognition
Most recent maintenance signal among this shortlist.
| Signal | Ivis Dimensionality reduction in very large datasets using Siamese Networks | Pytorch Lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes. | Face Recognition The world's simplest facial recognition api for Python and the command line | Pytorch Tensors and Dynamic neural networks in Python with strong GPU acceleration |
|---|---|---|---|---|
| Quality | 65/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 55/100 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 | 344 stars Verified outcomes are shown on each skill page | 31K stars Verified outcomes are shown on each skill page | 57K stars |
| 101K stars Verified outcomes are shown on each skill page |
| Freshness | Nov 10, 2025 | Jun 10, 2026 | Jun 25, 2026 | Jun 16, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, 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 | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects | Coding agents 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 |
| 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 beringresearch/ivis | $ npx skills add Lightning-AI/pytorch-lightning | $ npx skills add ageitgey/face_recognition | $ npx skills add pytorch/pytorch |