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 here.

The latest update on the page seems to be a bit old, but there is a website where one can buy the necessary PCB boards to build the device. They also sell the openEEG completely assembled.

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