Agent Mlops

Quality score: 70/100 · Category: Engineering · Sub-category: ml-ai-eng

ai:agenttype:integration

Production deployment and operationalization of AI agents on Databricks. Use when deploying agents to Model Serving, setting up MLflow logging and tracing for agents, implementing Agent Evaluation frameworks, monitoring agent performance in production, managing agent versions and rollbacks, optimizing agent costs and latency, or establishing CI/CD pipelines for agents. Covers MLflow integration patterns, evaluation best practices, Model Serving configuration, and production monitoring strategies.

What this skill does

Agent Mlops is a production-ready Claude Code skill (quality score 70/100) in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/agent-mlops/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when deploying agents to Model Serving, setting up MLflow logging and tracing for agents, implementing Agent Evaluation frameworks, monitoring agent performance in production, managing agent versions and rollbacks, optimizing agent costs and latency, or establishing CI/CD pipelines for agents. Covers MLflow integration patterns, evaluation best practices, Model Serving configuration, and production monitoring strategies.

Who uses this skill

The Agent Mlops skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/agent-mlops
curl -L https://claudskills.com/skills/agent-mlops/SKILL.md \
  -o ~/.claude/skills/agent-mlops/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/agent-mlops/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/agent-mlops/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\agent-mlops\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

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