Audio Visualizer using ArduinoFFT Library

Then why did you post a link to something else?

Perhaps you could show how you have connected it. And what to (ie what "arduino" are you using.

and how you are "reading" it.

The audio waveform will come out of the OUT pin. The output will have a DC bias of VCC/2 so when its perfectly quiet, the voltage will be a steady VCC/2 volts (it is DC coupled).

So you would expect a reading of around 1.7V if you are supplying it with 3.3V as reccommended.

I'd suggest you start with a simple sketch to read the adc and print the raw data.
and why

Serial.begin(9600);

are you really outputting to a teletype?