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
Aim
Most recent maintenance signal among this shortlist.
| Signal | Aqueduct Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure. | Made With ML Learn how to develop, deploy and iterate on production-grade ML applications. | Aim Aim 💫 — An easy-to-use & supercharged open-source experiment tracker. | Great Expectations Always know what to expect from your data. |
|---|---|---|---|---|
| Quality | 53/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 55/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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 | 519 stars Verified outcomes are shown on each skill page | 48K stars Verified outcomes are shown on each skill page | 6.2K stars Verified outcomes are shown on each skill page |
| 12K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 7, 2023 | Mar 4, 2026 | Aug 11, 2026 | Jun 13, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Go, MLOps, Claude Code | Jupyter Notebook, MLOps, Claude Code | Python, Machine Learning, Claude Code | Python, MLOps, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Multimodal media workflows · Claude Code teams · teams that value GitHub adoption signals | Browser 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 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 | 13 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add RunLLM/aqueduct | $ npx skills add GokuMohandas/Made-With-ML | $ npx skills add aimhubio/aim | $ npx skills add fivetran/great_expectations |