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
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
Pytorch Lightning
Most recent maintenance signal among this shortlist.
| Signal | Openmlsys 《Machine Learning Systems: Design and Implementation》 (V2 is launching soon） | Nndl 邱锡鹏《神经网络与深度学习》（蒲公英书）理论书 v2 与通识版 | Data Science Cheatsheet A helpful 5-page machine learning cheatsheet to assist with exam reviews, interview prep, and anything in-between. | Pytorch Lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes. |
|---|---|---|---|---|
| Quality | 93/100 Excellent | 100/100 Excellent | 73/100 Strong | 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. | 75/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 4.8K stars 0 installs | 19K stars 0 installs | 5.4K stars 0 installs | 31K stars 0 installs |
| Freshness | Mar 15, 2026 | Jun 1, 2026 | Mar 15, 2023 | Jun 10, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | TeX, Machine Learning, Claude Code | Machine Learning, Claude Code | TeX, Machine Learning, Claude Code | Python, Machine Learning, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | 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 |
| 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 require actively maintained dependencies · production agents without a repository 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 openmlsys/openmlsys | $ npx skills add nndl/nndl | $ npx skills add aaronwangy/Data-Science-Cheatsheet | $ npx skills add Lightning-AI/pytorch-lightning |