Open EEG offers a wealth of hardware schematics, notes, and free software for building your own EEG system. It’s a great project, but the trouble is that the hardware costs add up quickly, and there isn’t a plug-and-play implementation comparable to the EEG toys. The NeuroSky MindSet is a reasonable deal as well — it’s wireless, supported, and plays nicely with the company’s free developer tools.