Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
CLIP is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
CLIP
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
CLIP
Best first install candidate based on install readiness and adoption.
Freshest repo
Onnxruntime
Most recent maintenance signal among this shortlist.
| Signal | Machine Learning Book Code Repository for Machine Learning with PyTorch and Scikit-Learn | Onnxruntime ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator | CLIP CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image | Pytorch Lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes. |
|---|---|---|---|---|
| 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 | 5.2K stars 0 installs | 21K stars 0 installs | 34K stars 0 installs | 31K stars 0 installs |
| Freshness | Jun 15, 2026 | Jun 16, 2026 | Mar 25, 2026 | Jun 10, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Machine Learning, Claude Code | C++, Machine Learning, Claude Code | Jupyter Notebook, 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 · teams that value GitHub adoption signals | GitHub 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 rasbt/machine-learning-book | $ npx skills add microsoft/onnxruntime | $ npx skills add openai/CLIP | $ npx skills add Lightning-AI/pytorch-lightning |