I wouldn't consider that a given at all, but apparently there's indeed `llama-server` which looks promising!

Then the only thing that's missing seems to be a canonical way for clients to instantiate that, ideally in some OS-native way (systemd, launchcd etc.), and a canonical port that they can connect to.