Here are more photos. Yes, I am pretty sure they are low voltage light bulbs :
Is it possible that the previous owner removed the transformer ? in that case, I should buy a new one ?
For sure, I have 3 light bulbs like that for the stairs, maybe another lighting somewhere else but I don't...