A comprehensive guide to building AI agents using Docker MCP Toolkit, demonstrating how to create a GitHub repository question-answering agent. The setup uses Docker containers for isolation, MCP Gateway for tool integration, and Docker Compose for orchestration. The approach eliminates environment drift, simplifies scaling, and provides a production-ready development pattern that works consistently from local development to CI/CD pipelines.
Table of contents
Use Case: GitHub Repo Question-Answering AgentRole of Docker MCP ToolkitRole of Docker ComposeArchitecture OverviewCode Reference & File RolesSetup and ExecutionReal-World Agent Development with Docker, MCP, and ComposeFinal ThoughtsBefore vs. After: The Developer ExperienceSort: