🎛️
DevOpsPython

Agent Production Operations

by magnus919

Agent Production Operations is a DevOps skill for Claude Code, published by magnus919 in agent-skills.

40 stars6 forkson magnus919/agent-skillsAdded 2026/08/11+18% in starsRepository updated 2026/08/11
agent-skillsagentskillsai-agentsautomationllm
Install in seconds
Install Agent Production Operations
Copy Agent Production Operations into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/magnus919/agent-skills/tree/main/bundles/agent-production-operations ~/.claude/skills/agent-production-operations

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/magnus919/agent-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
bundles/agent-production-operations/SKILL.md in magnus919/agent-skills
Installs to
~/.claude/skills/agent-production-operations
Collection
One of 33 skills cataloged from this repository
Category
DevOps798 skills

What Agent Production Operations does

Provides a runtime control plane for safely deploying evaluated AI agents into production, managing versioning, staged rollouts, fallback, cost and latency budgets, tool health, human escalation, and disablement.

Agent Production Operations is cataloged under DevOps on DirSkills. Agent Production Operations comes from a repository tagged agent-skills, agentskills, ai-agents, automation and llm.

Documentation

README

agent-production-operations

A runtime control plane for taking an evaluated agent with tools and authority into controlled production operation. This bundle bridges the gap between passing evaluations and safe production use: it defines how an agent is versioned, rolled out, monitored, constrained, escalated, and disabled — and how production evidence feeds back into evaluation and release decisions.

The bundle does not build agents, design evaluations, run release pipelines, or own infrastructure. It composes those concerns from existing specialist skills and owns only the runtime control decisions between them.

When to load this

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Agent Production Operations

  • What else does magnus919 publish alongside Agent Production Operations?

    Agent Production Operations is one of 33 skills that DirSkills catalogs from magnus919/agent-skills, the repository it ships in. Its siblings there include ADR Authoring, API Design and Evolution and ARR CLI. Each one is a separate skill with its own page in this directory, installs the same way Agent Production Operations does, and is maintained by magnus919 in that same repository. The rest of the collection is listed on the magnus919/agent-skills page.

  • How does Agent Production Operations compare to other DevOps skills?

    Agent Production Operations ranks #751 by stars among the 798 DevOps skills in this catalog. The most-starred ones next to it are Backend Patterns, API Connector Builder and Migration. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Agent Production Operations against them. Open each page to compare what they document and how they install.

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