CloudOps Multi-Agent System
A hierarchical multi-agent example system for AWS CloudOps that answers questions about costs, AWS Health events and network resilience through a supervisor agent that delegates to specialized FinOps, governance and operations agents.
This is a hierarchical multi-agent system for AWS cloud operations built on Amazon Bedrock AgentCore with the Strands Agents SDK and a Next.js frontend using the AG-UI streaming protocol. A supervisor agent receives the request, loads memory and delegates to one of several mid-level domain agents (FinOps, Governance, Ops Excellence), each of which routes to a specialized leaf agent that calls AWS APIs through Lambda tools behind the AgentCore Gateway.
Eleven AWS tools wired through the AgentCore Gateway cover Cost Explorer, Cost and Usage Reports through Athena, Cost Optimization Hub, billing anomalies, pricing, AWS Health events, network resilience, tag governance, Lambda runtime and CloudWatch. A Health events pipeline adds rules-based risk scoring and model-generated narrative enrichment, with an optional organization-wide view for large multi-account setups, and tag governance offers read-only compliance scanning with pre-filtered remediation links.
Built with Python and a JSON configuration file that defines the whole agent hierarchy, so agents can be added or changed without code changes. The project is explicitly for education and demonstration, not production use without further hardening. MIT-0 licensed.