Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Tensorflow
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Tensorflow
Best first install candidate based on install readiness and adoption.
Freshest repo
Tensorflow
Most recent maintenance signal among this shortlist.
| Signal | HandyRL HandyRL is a handy and simple framework based on Python and PyTorch for distributed reinforcement learning that is applicable to your own environments. | Tensorflow An Open Source Machine Learning Framework for Everyone | Transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. | Pytorch Tensors and Dynamic neural networks in Python with strong GPU acceleration |
|---|---|---|---|---|
| Quality | 46/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 36/100 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 | 304 stars Verified outcomes are shown on each skill page | 196K stars Verified outcomes are shown on each skill page | 162K stars Verified outcomes are shown on each skill page |
| 101K stars Verified outcomes are shown on each skill page |
| Freshness | Feb 25, 2025 | Jun 16, 2026 | Jun 16, 2026 | Jun 16, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | C++, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, 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 | Browser automation workflows · Claude Code teams · builders willing to evaluate younger projects | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals | Browser 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 DeNA/HandyRL | $ npx skills add tensorflow/tensorflow | $ npx skills add huggingface/transformers | $ npx skills add pytorch/pytorch |