We've had good luck with using Arduinos and RGB addressable LED tape like this stuff:
http://www.adafruit.com/products/306
The Arduino can only source 40ma on one digital out. So, you'll likely have to create your own power transistor circuit if you want to trigger more than a simple LED.
Good luck and enjoy the lights!