Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
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
Rlix
Most recent maintenance signal among this shortlist.
| Signal | Rlix Run more RL experiments. Wait less for GPUs. | Great Expectations Always know what to expect from your data. | Label Studio Label Studio is a multi-type data labeling and annotation tool with standardized output format | Made With ML Learn how to develop, deploy and iterate on production-grade ML applications. |
|---|---|---|---|---|
| Quality | 76/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 75/100 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 | 287 stars Verified outcomes are shown on each skill page | 12K stars Verified outcomes are shown on each skill page | 28K stars Verified outcomes are shown on each skill page |
Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
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
Rlix
Most recent maintenance signal among this shortlist.
| Signal | Rlix Run more RL experiments. Wait less for GPUs. | Great Expectations Always know what to expect from your data. | Label Studio Label Studio is a multi-type data labeling and annotation tool with standardized output format | Made With ML Learn how to develop, deploy and iterate on production-grade ML applications. |
|---|---|---|---|---|
| Quality | 76/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 75/100 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 | 287 stars Verified outcomes are shown on each skill page | 12K stars Verified outcomes are shown on each skill page | 28K stars Verified outcomes are shown on each skill page |
| 48K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 21, 2026 | Jun 13, 2026 | Jun 16, 2026 | Mar 4, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, MLOps, Claude Code | Python, MLOps, Claude Code | TypeScript, MLOps, Claude Code | Jupyter Notebook, 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 · builders willing to evaluate younger projects | Workflow automation 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 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 rlops/rlix | $ npx skills add fivetran/great_expectations | $ npx skills add HumanSignal/label-studio | $ npx skills add GokuMohandas/Made-With-ML |
| 48K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 21, 2026 | Jun 13, 2026 | Jun 16, 2026 | Mar 4, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, MLOps, Claude Code | Python, MLOps, Claude Code | TypeScript, MLOps, Claude Code | Jupyter Notebook, 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 · builders willing to evaluate younger projects | Workflow automation 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 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 rlops/rlix | $ npx skills add fivetran/great_expectations | $ npx skills add HumanSignal/label-studio | $ npx skills add GokuMohandas/Made-With-ML |