AG2 Multi-MCP Session Management: Dynamic Server Connections with MCPClientSessionManager
AG2's MCPClientSessionManager revolutionizes how you connect to multiple MCP (Model Context Protocol) servers by enabling on-demand session creation within your agent workflows. Instead of maintaining persistent connections, you can now dynamically open sessions to different servers—whether they use stdio or SSE transports—right inside your tool functions.
This article explores how to leverage MCPClientSessionManager for flexible, resource-efficient multi-server agent architectures, with practical examples for building research assistants, data pipelines, and intelligent routing systems.