Recommendation: Use the AgentCore CLI for new projects

The AgentCore CLI (@aws/agentcore-cli) is now the recommended way to create, develop, and deploy AI agents on Amazon Bedrock AgentCore. It offers broader framework support, local development with hot reload, built-in evaluations, gateway management, and more.

Get started: npm i @aws/agentcore-cli

See the Migration Guide for step-by-step instructions to migrate existing projects. The AgentCore CLI docs cover the full commands reference, supported frameworks, and configuration.

Examples

These simple examples demonstrate key Amazon Bedrock AgentCore concepts and patterns. Each example focuses on a specific capability, making it easy to understand and adapt for your own agents. For more comprehensive examples and production-ready samples, explore the Amazon Bedrock AgentCore Samples repository.