Wiring Issues with Sparkfun Oled
Have you connected the GND pin from the UNO to the breadboard?  I can't hardly tell.  But it looks like you are also using 5V to power it?

How are you powering the UNO?  Is it just 3.3V?  I'm powering mine with a 5V but have level converters connected.  

Mine: