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
Tensorflow is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
Tensorflow
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Tensorflow
Best first install candidate based on install readiness and adoption.
Freshest repo
Tensorflow
Most recent maintenance signal among this shortlist.
| Signal | Image OutPainting 🏖 Keras Implementation of Painting outside the box | Keras Deep Learning for humans | Tensorflow An Open Source Machine Learning Framework for Everyone | Dlib A toolkit for making real world machine learning and data analysis applications in C++ |
|---|---|---|---|---|
| Quality | 66/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 68/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 1.1K stars 0 installs | 64K stars 0 installs | 196K stars 0 installs | 14K stars 0 installs |
| Freshness | Nov 22, 2022 | Jun 12, 2026 | Jun 16, 2026 | May 7, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Computer Vision, Claude Code | Python, Machine Learning, Claude Code | C++, Machine Learning, Claude Code | C++, 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 | Sports analytics 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 |
| 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 bendangnuksung/Image-OutPainting | $ npx skills add keras-team/keras | $ npx skills add tensorflow/tensorflow | $ npx skills add davisking/dlib |