Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Streamlit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Streamlit
Best first install candidate based on install readiness and adoption.
Freshest repo
Gradio
Most recent maintenance signal among this shortlist.
| Signal | Hyperlearn 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old. | Streamlit Streamlit — A faster way to build and share data apps. | Gradio Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work! | Best Of Ml Python 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly. |
|---|---|---|---|---|
| Quality | 74/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 76/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 2.5K stars Verified outcomes are shown on each skill page | 45K stars Verified outcomes are shown on each skill page | 43K stars Verified outcomes are shown on each skill page |
| 24K stars Verified outcomes are shown on each skill page |
| Freshness | Nov 19, 2024 | Jun 14, 2026 | Jun 17, 2026 | Jun 11, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Jupyter Notebook, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Data Analysis, Claude Code, OpenAI Agents |
| 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 | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis 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 unslothai/hyperlearn | $ npx skills add streamlit/streamlit | $ npx skills add gradio-app/gradio | $ npx skills add lukasmasuch/best-of-ml-python |