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Build a FinOps agent using Amazon Bedrock AgentCore

Machine Learning Blog



This article explains how to build a FinOps agent using Amazon Bedrock AgentCore to manage AWS costs across multiple accounts through natural language queries.

  • Consolidates data from AWS Cost Explorer, Budgets, and Compute Optimizer into single interface
  • Uses Amazon Bedrock AgentCore Runtime with Claude Sonnet 4.5 and Model Context Protocol servers
  • Maintains 30-day conversation memory for contextual follow-up questions
  • Provides 24 specialized cost management tools covering analysis and optimization
  • Architecture includes authentication layer, MCP servers, Gateway, and main agent runtime
  • Deployment uses AWS CDK with five CloudFormation stacks in us-east-1 region
  • Frontend hosted on AWS Amplify with Amazon Cognito user authentication
  • Supports queries like cost analysis, savings opportunities, and optimization recommendations

The solution enables finance teams to access cost data through conversational AI without manual console navigation, with deployment taking approximately 15-20 minutes.



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