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
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
BharatMLStack
Most recent maintenance signal among this shortlist.
| Signal | Sig Mlops CDF SIG MLOps | 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 | BharatMLStack BharatMLStack is an open-source, end-to-end machine learning infrastructure stack built at Meesho to support real-time and batch ML workloads at Bharat scale |
|---|---|---|---|---|
| Quality | 54/100 Needs review | 100/100 Excellent | 85/100 Excellent | 81/100 Strong |
| Decision verdict | 56/100 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. | 87/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 92/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 632 stars 0 installs | 17K stars 0 installs | 1.6K stars 0 installs | 693 stars 0 installs |
| Freshness | Nov 30, 2024 | Apr 29, 2026 | Jul 27, 2025 | Jun 15, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | MLOps, Claude Code | Python, MLOps, Claude Code | Python, MLOps, Claude Code, OpenAI Agents | Go, MLOps, 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 | GitHub automation 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 | 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 cdfoundation/sig-mlops | $ npx skills add microsoft/agent-lightning | $ npx skills add MLSysOps/MLE-agent | $ npx skills add Meesho/BharatMLStack |