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
Great Expectations
Most recent maintenance signal among this shortlist.
| Signal | Mrmr mRMR (minimum-Redundancy-Maximum-Relevance) for automatic feature selection at scale. | Pytorch Lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes. | Darts A python library for user-friendly forecasting and anomaly detection on time series. | Great Expectations Always know what to expect from your data. |
|---|---|---|---|---|
| Quality | 54/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 56/100 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 | 629 stars Verified outcomes are shown on each skill page | 31K stars Verified outcomes are shown on each skill page | 9.4K stars Verified outcomes are shown on each skill page | 12K stars Verified outcomes are shown on each skill page |
| Freshness | Nov 19, 2024 | Jun 10, 2026 | Jun 6, 2026 | Jun 13, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, MLOps, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, MLOps, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | GitHub automation 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 | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | 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 | 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 smazzanti/mrmr | $ npx skills add Lightning-AI/pytorch-lightning | $ npx skills add unit8co/darts | $ npx skills add fivetran/great_expectations |