Vertex AI Deployment Validator

소개

The Vertex AI Deployment Validator provides a rigorous framework for assessing whether AI agent deployments are truly enterprise-ready. By analyzing key infrastructure components such as IAM roles, VPC Service Controls, and Model Armor, it identifies potential security gaps and performance bottlenecks before they reach production. The skill delivers a detailed readiness score from 0-100% along with specific, actionable recommendations, ensuring that monitoring dashboards, alerting policies, and data residency requirements are fully optimized for live environments.

주요 기능

• Automated security auditing for IAM roles, VPC Service Controls, and encryption
• Compliance verification for audit logging and data residency requirements
• Comprehensive monitoring validation for token usage, latency SLOs, and error rates
• Generation of weighted readiness scores with actionable improvement recommendations
• 712 GitHub stars
• Performance optimization checks for auto-scaling, caching, and sandbox TTL

사용 사례

• Auditing Vertex AI Agent Development Kit (ADK) configurations for best practices
• Establishing monitoring and performance baselines for cloud-hosted AI agents
• Performing a final security and compliance check before a production release