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Examples built with Strands Agents SDK 1.52.0 and bedrock-agentcore 1.21.0. APIs may differ in other versions.

Prototype, not production

Tutorials on this site create prototypes, not production-ready systems. Before routing real users or data to any agent you build here, work through the Production Readiness checklist.

Tutorials

Step-by-step guides for common AgentCore tasks. Each tutorial takes 10–20 minutes and produces working code you can adapt.

Add Memory to Your Agent

Give your agent cross-session recall. Remember user preferences, facts, and conversation history with SEMANTIC and SUMMARIZATION strategies.

Connect a Tool via Gateway

Add external API access through AgentCore Gateway. Create a Lambda tool, register it, and call it from your agent via MCP.

Looking for a complete agent application?

These tutorials focus on individual capabilities — adding one AgentCore feature (Memory, Gateway) to an existing agent project. If you need an end-to-end implementation that covers project creation, deployment, and integrated workload behavior, start with the Quickstart and then explore the Workload Catalog for architecture patterns and full agent application flows.

Prerequisites​

All tutorials assume you have:

  • An existing agent project (start with the Quickstart if you don't have one)
  • AgentCore CLI installed (npm install -g @aws/agentcore)
  • AWS credentials configured
  • Python 3.12+ and uv installed

Workshops​

Guided, hands-on labs hosted on AWS Workshop Studio: