Use tape that's designed to not leave residue - like extended strength painters tape (usually yellow). You don't want to have sticky spots on the flute forevermore.
That being said.. I've had good luck with the thin store-bought glue sticks, cut in 1/8" disks. Don't melt 'em, obviously, but they're a tiny bit bigger than a standard store plug.