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
Streamlit is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
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
Streamlit
Most recent maintenance signal among this shortlist.
| Signal | Ps4ds Probability and Statistics for Data Science: A self-contained introduction to probability and statistics for data science, including a free pdf, 103 Python notebooks using 23 real-world datasets, 118 videos with slides, and solutions to 200 exercises | Machine Learning Complete A comprehensive machine learning repository containing 30+ notebooks on different concepts, algorithms and techniques. | Streamlit Streamlit — A faster way to build and share data apps. | Nannyml nannyml: post-deployment data science in python |
|---|---|---|---|---|
| Quality | 74/100 Strong | 77/100 Strong | 100/100 Excellent | 87/100 Excellent |
| Decision verdict | 85/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 79/100 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. | 89/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 593 stars 0 installs | 5.0K stars 0 installs | 45K stars 0 installs | 2.1K stars 0 installs |
| Freshness | Mar 23, 2026 | Sep 22, 2023 | Jun 14, 2026 | Jul 12, 2025 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Jupyter Notebook, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Python, Data Analysis, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | Repository looks stale · 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 need a vendor-supported SLA · high-compliance environments without internal security review | 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 |
| 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 cfgranda/ps4ds | $ npx skills add Nyandwi/machine_learning_complete | $ npx skills add streamlit/streamlit | $ npx skills add NannyML/nannyml |