The Linux binary (pre-built or packaged by your distro) is just a CLI. The Mac binary instead also contains a desktop app.
I agree with OP that this is very confusing. The fact the Mac OS installation comes with a desktop app is not documented anywhere at all! The only way you can discover this is by downloading the Mac binary.