Open BCI
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OpenBCI is a complete open source EEG system that can be built either on top of an Arduino (8-bit system), or on top of chipKIT (32-bit system), which gives the system more local memory and allows for faster speeds.
All software code and hardware (including a model for a 3D printable headset) plans can be found freely available at their download section or at GitHub.