Update : I came to an agreement with seller that I will bought another one with some little discount. But I ended up paid full amount by accident (I should've wait the seller for the new listing ;P). So the excess is for another cheapo 128x64 OLED display.
yesterday I received the adapter PCB. After some code debugging I be able to get the display up and running. However, the Display panel seems broken by some unknown reason. Only middle region looks normal but around them look really faint. I use the command 0xA5 to turn all the dots on and that confirmed that the display is broken. I contacted to seller waiting for reply today after I talked with the seller last night. More about this soon but here's is the image of it up and running.