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 | TensorFlow Book Accompanying source code for Machine Learning with TensorFlow. Refer to the book for step-by-step explanations. | Pycaret Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane. | PyTorch Tutorial Build your neural network easy and fast, 莫烦Python中文教学 | Smile Statistical Machine Intelligence & Learning Engine |
|---|---|---|---|---|
| Quality | 77/100 Strong | 100/100 Excellent | 80/100 Strong | 100/100 Excellent |
| Decision verdict | 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. | 82/100 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 | 4.4K stars 0 installs | 9.8K stars 0 installs | 8.5K stars 0 installs | 6.4K stars 0 installs |
| Freshness | Mar 17, 2023 | Jun 12, 2026 | Mar 23, 2023 | Jun 16, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Jupyter Notebook, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Jupyter Notebook, Machine Learning, Claude Code | Java, Machine Learning, Claude Code |
| Warnings | Repository looks stale · 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 | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 |
| 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 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 BinRoot/TensorFlow-Book | $ npx skills add pycaret/pycaret | $ npx skills add MorvanZhou/PyTorch-Tutorial | $ npx skills add haifengl/smile |