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 Browser automation.
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
Onnxruntime
Most recent maintenance signal among this shortlist.
| Signal | Ml Agents The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning. | Keras Deep Learning for humans | Onnxruntime ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator | 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 |
|---|---|---|---|---|
| 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 | 19K stars Verified outcomes are shown on each skill page | 64K stars Verified outcomes are shown on each skill page | 21K stars Verified outcomes are shown on each skill page | 19K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 12, 2026 | Jun 12, 2026 | Jun 16, 2026 | Jun 1, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | C#, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | C++, Machine Learning, Claude Code | 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 | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser 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 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 Unity-Technologies/ml-agents | $ npx skills add keras-team/keras | $ npx skills add microsoft/onnxruntime | $ npx skills add nndl/nndl |