Nick Lally made this simple noise box using an Arduino and just a few other parts. The website doesn’t have the schematics, but the source code is well documented and it’s easy to figure out what he used and where. Make sure to check out the audio clip on the site, it sounds really cool.
More about Arduino powered noise box
In the Maker Shed:
Bare Bones Arduino Board Kit (Unassembled)