We built our own (may open source eventually).

MCP is effectively "just another HTTP REST API"; OAuth and everything. The key parts of the protocol is the communication shape and sequence with the client, which most SDKs abstract for you.

The SDKs for MCPs make it very straightforward to do so now and I would recommend experimenting with them. It is as easy to deploy as any REST API.