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 | Ppi Py A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference. | 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. | Tensorflow An Open Source Machine Learning Framework for Everyone |
|---|---|---|---|
| Quality | 72/100 Strong | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 71/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 296 stars Verified outcomes are shown on each skill page | 162K stars Verified outcomes are shown on each skill page | 196K stars Verified outcomes are shown on each skill page |
| Freshness | Apr 10, 2026 | Jun 16, 2026 | Jun 16, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | C++, Machine Learning, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Sports analytics workflows · Claude Code teams · builders willing to evaluate younger projects | Multimodal media 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 |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add aangelopoulos/ppi_py | $ npx skills add huggingface/transformers | $ npx skills add tensorflow/tensorflow |