Heavy isn't the word I'd choose as they've broken it into many modules, but for your use case, I'd suggest looking at a less feature rich framework. Spring is great if you're building larger stuff, or need all the logging, DB access etc, and are already somewhat familiar. If you're not familiar with it, it can be very scary to start.
Ktor is likely a good choice for this.