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
Made With ML is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
Made With ML
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Made With ML
Best first install candidate based on install readiness and adoption.
Freshest repo
Label Studio
Most recent maintenance signal among this shortlist.
| Signal | Label Studio Label Studio is a multi-type data labeling and annotation tool with standardized output format | Doccano Open source annotation tool for machine learning practitioners. | Made With ML Learn how to develop, deploy and iterate on production-grade ML applications. | Agent Lightning The absolute trainer to light up AI agents. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 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. | 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 | 28K stars 0 installs | 11K stars 0 installs | 48K stars 0 installs | 17K stars 0 installs |
| Freshness | Jun 16, 2026 | Apr 14, 2026 | Mar 4, 2026 | Apr 29, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | TypeScript, MLOps, Claude Code | Python, Machine Learning, Claude Code | Jupyter Notebook, MLOps, Claude Code | Python, MLOps, Claude Code |
| Warnings | 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 | GitHub automation 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 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 | 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 HumanSignal/label-studio | $ npx skills add doccano/doccano | $ npx skills add GokuMohandas/Made-With-ML | $ npx skills add microsoft/agent-lightning |