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Diagnose EKS Node Issues Faster with AWS DevOps Agent and Custom MCP

DevOps & Developer Productivity Blog



This article demonstrates how to extend AWS DevOps Agent with custom Model Context Protocol (MCP) servers to diagnose EKS node issues by accessing operating system-level diagnostics unavailable through native integrations.

  • AWS DevOps Agent autonomously investigates production incidents but cannot access node OS data like iptables, CNI config, and kernel logs
  • Custom MCP servers bridge this gap by exposing structured access to unreachable data sources
  • Reference implementation uses SSM Automation to safely collect 20+ node-level log sources and upload to S3
  • Amazon Bedrock AgentCore Gateway exposes Lambda-backed MCP server to AWS DevOps Agent with OAuth authentication
  • Demonstration shows agent identifying DNS resolution failure caused by iptables DROP rules through parallel investigation tasks
  • Pattern generalizes to EC2, ECS, on-premises servers, network devices, and third-party tools via API integrations
  • Requires SSM Agent on nodes; not a replacement for continuous monitoring or log shipping

This approach enables autonomous root cause analysis for infrastructure issues by systematically correlating evidence across multiple diagnostic layers without manual SSH access.



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