While it is not pronounced, the "e" plays a role in spelling and pronunciation:
* It indicates that the "o" in "explore" is pronounced with a long "o" sound. Without the "e", the "o" would have a short sound like in "lot".
* It helps to maintain the "e" sound at the end of other words ending in "ore". For example, "store", "more", "shore".