Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Agent Lightning is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
Agent Lightning
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Agent Lightning
Best first install candidate based on install readiness and adoption.
Freshest repo
Mlops Stacks
Most recent maintenance signal among this shortlist.
| Signal | Mlops Stacks This repo provides a customizable stack for starting new ML projects on Databricks that follow production best-practices out of the box. | Agent Lightning The absolute trainer to light up AI agents. | MLE Agent 🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with arxiv and paper with code to provide better code/research plans 🧰 OpenAI, Anthropic, Gemini, Ollama, etc supported. :fireworks: Code RAG | Skops skops is a Python library helping you share your scikit-learn based models and put them in production |
|---|---|---|---|---|
| Quality | 86/100 Excellent | 100/100 Excellent | 85/100 Excellent | 84/100 Strong |
| Decision verdict | 97/100 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. | 87/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 95/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 686 stars 0 installs | 17K stars 0 installs | 1.6K stars 0 installs | 516 stars 0 installs |
| Freshness | Jun 12, 2026 | Apr 29, 2026 | Jul 27, 2025 | Jun 8, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, MLOps, Claude Code | Python, MLOps, Claude Code | Python, MLOps, Claude Code, OpenAI Agents | 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 | 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 databricks/mlops-stacks | $ npx skills add microsoft/agent-lightning | $ npx skills add MLSysOps/MLE-agent | $ npx skills add skops-dev/skops |