Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Pycaret is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
Pycaret
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pycaret
Best first install candidate based on install readiness and adoption.
Freshest repo
Smile
Most recent maintenance signal among this shortlist.
| Signal | Orange3 🍊 :bar_chart: :bulb: Orange: Interactive data analysis | Pycaret Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane. | Machine Learning With Python Practice and tutorial-style notebooks covering wide variety of machine learning techniques | Smile Statistical Machine Intelligence & Learning Engine |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 76/100 Strong | 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. | 78/100 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. |
| Adoption | 5.6K stars 0 installs | 9.8K stars 0 installs | 3.3K stars 0 installs | 6.4K stars 0 installs |
| Freshness | May 25, 2026 | Jun 12, 2026 | May 22, 2023 | Jun 16, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Jupyter Notebook, Machine Learning, Claude Code | Java, Machine Learning, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | Repository looks stale · No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation 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 require actively maintained dependencies · production agents without a repository 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 | 5 views 0 install copies |
| Install | $ npx skills add biolab/orange3 | $ npx skills add pycaret/pycaret | $ npx skills add tirthajyoti/Machine-Learning-with-Python | $ npx skills add haifengl/smile |