aws-samples/sample-celonis-bedrock-agentcore-integration ? reverse-engineered prompt

Build me a working sample that shows how Celonis can talk to an AI agent running on AWS Bedrock AgentCore, and how that agent can call back into Celonis to read process data or trigger tools.

I want it to accept requests from a Celonis Action Flow with a Cognito JWT, send the user’s question to a Bedrock model, then use Celonis MCP tools through the AgentCore Gateway to look up knowledge model data and return a clear JSON response. Please make it easy to deploy with one CloudFormation stack and include the Docker setup, environment example, and simple local and remote test scripts.

Keep it as an educational demo, but make sure it feels complete enough that I can plug in my Celonis MCP server URL, OAuth client details, and Bedrock model choice, then run it end to end. If you need current setup details, look them up online.