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
Supervision is the strongest overall pick here because it has a 100/100 readiness score and fits Multimodal media.
Strongest overall
Supervision
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Supervision
Best first install candidate based on install readiness and adoption.
Freshest repo
Supervision
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. | Supervision We write your reusable computer vision tools. 💜 | CLIP CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image |
|---|---|---|---|---|
| Quality | 77/100 Strong | 100/100 Excellent | 100/100 Excellent | 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. | 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 | 4.4K stars Verified outcomes are shown on each skill page | 9.8K stars Verified outcomes are shown on each skill page | 44K stars Verified outcomes are shown on each skill page | 34K stars Verified outcomes are shown on each skill page |
| Freshness | Mar 17, 2023 | Jun 12, 2026 | Jun 16, 2026 | Mar 25, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Jupyter Notebook, Machine Learning, Claude Code |
| 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 | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | 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 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 BinRoot/TensorFlow-Book | $ npx skills add pycaret/pycaret | $ npx skills add roboflow/supervision | $ npx skills add openai/CLIP |