Production-Ready AI Agents with LangGraph & MCP Servers

Why LangGraph?

Simple chains are not enough for real products. I needed persistence, human-in-the-loop, and complex workflows.

Building the MCP Server

I created a custom MCP server that gives agents long-term memory, tool calling, and secure context passing.

Full architecture + code examples included.