Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Sonnet is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
Sonnet
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Sonnet
Best first install candidate based on install readiness and adoption.
Freshest repo
Ignite
Most recent maintenance signal among this shortlist.
| Signal | Pyro Deep universal probabilistic programming with Python and PyTorch | Ignite High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently. | Sonnet TensorFlow-based neural network library | Darts A python library for user-friendly forecasting and anomaly detection on time series. |
|---|---|---|---|---|
| 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 | 9.0K stars 0 installs | 4.8K stars 0 installs | 9.9K stars 0 installs | 9.4K stars 0 installs |
| Freshness | Jun 5, 2026 | Jun 11, 2026 | May 6, 2026 | Jun 6, 2026 |
| Use-case fit | ||||
| Stack 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 · 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 | GitHub 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 pyro-ppl/pyro | $ npx skills add pytorch/ignite | $ npx skills add google-deepmind/sonnet | $ npx skills add unit8co/darts |