A single MCP server that connects to many upstream MCP servers and exposes **one tool: `execute_python`**. Agents write Python that calls every upstream tool as a typed function and transform/combine results in-process — instead of issuing many sequential MCP tool calls. ``` agent harness ──MCP──► codemcp gateway ──MCP clients──► upstream servers