The openEEG project aims at describing and putting manuals for building a two channel EEG system for about U$200.
More on instructions on how to build one, can be found
The latest update on the page seems to be a bit old, but Olimex sells the necessary PCB boards and accessories to
build the device. They also sell the
openEEG completely assembled.