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
Keras is the strongest overall pick here because it has a 100/100 readiness score and fits Sports analytics.
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 | Opendatasets A Python library for downloading datasets from Kaggle, Google Drive, and other online sources. | 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. | Keras Deep Learning for humans |
|---|---|---|---|---|
| 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 | 346 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 | 64K stars Verified outcomes are shown on each skill page |
| Freshness | Jan 10, 2026 | Jun 10, 2026 | Jun 6, 2026 | Jun 12, 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 | GitHub automation workflows · Claude Code teams · builders willing to evaluate younger projects | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Sports analytics 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 JovianHQ/opendatasets | $ npx skills add Lightning-AI/pytorch-lightning | $ npx skills add unit8co/darts | $ npx skills add keras-team/keras |