FastMCP Is Now MCPServer: Migrating a Python MCP Server to the MCP SDK 2.x

Step-by-step: moving a FastMCP server to the MCP Python SDK 2.x — what broke, what changed, what did not, and a redeploy of its Gemma 4 vLLM backend to a Cloud Run L4 GPU.