The repository utilizes a client-server architecture where Langchain acts as a client communicating with the MCP server. The design leverages Docker for containerization, enabling easy deployment and portability. Key design patterns likely involve adapter patterns to integrate Langchain with the MCP server, facilitating seamless communication.