🛡️ Ai Mlops

Production MLOps and ML/LLM/agent security skill for deploying and operating ML systems in production (registry + CI/CD, serving, monitoring/drift, evaluation loops, incident response/runbooks, and governance), including GenAI security (prompt injection, jailbreaks, RAG security, privacy, and supply

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npx playbooks add skill vasilyu1983/ai-agents-public --skill ai-mlops

About Ai Mlops

Production MLOps and ML/LLM/agent security skill for deploying and operating ML systems in production (registry + CI/CD, serving, monitoring/drift, evaluation loops, incident response/runbooks, and governance), including GenAI security (prompt injection, jailbreaks, RAG security, privacy, and supply

The 36-word prompt provides structured security guidance — covering detailed methodology and consistent output formats. Install it in one command.

Use Cases

  • Auditing code for OWASP Top 10 vulnerabilities
  • Implementing authentication and authorization patterns
  • Reviewing API security, rate limiting, and input validation
  • Hardening infrastructure and dependency security

Example Prompts

Get started Help me use the Ai Mlops skill effectively.

System Prompt (36 words)

Production MLOps and ML/LLM/agent security skill for deploying and operating ML systems in production (registry + CI/CD, serving, monitoring/drift, evaluation loops, incident response/runbooks, and governance), including GenAI security (prompt injection, jailbreaks, RAG security, privacy, and supply

Frequently Asked Questions

What is Ai Mlops?

Ai Mlops is a free security skill for AI coding agents. Production MLOps and ML/LLM/agent security skill for deploying and operating ML systems in production (registry + CI/CD, serving, monitoring/drift, evaluation loops, incident response/runbooks, and governance), including GenAI security (prompt injection, jailbreaks, RAG security, privacy, and supply. It provides a specialized system prompt that configures your agent with security expertise.

How do I use Ai Mlops with Claude Code?

Run npx playbooks add skill vasilyu1983/ai-agents-public --skill ai-mlops in your terminal to install Ai Mlops into your Claude Code session. It works immediately after installation.

Which AI coding agents work with Ai Mlops?

Ai Mlops is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.

Is Ai Mlops free to use?

Yes, Ai Mlops is completely free and open source. The full source is available on GitHub at https://github.com/vasilyu1983/ai-agents-public/tree/main/frameworks/shared-skills/skills/ai-mlops. You only need a subscription to the AI agent you use it with.

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