This naturally formed cave, on the side of Mount Uhud facing Masjid-e-Nabwi is where the Prophet (peace and blessings of Allah be on him) took refuge after being wounded during the Battle of Uhud. He was carried there on the back of Talha (may Allah be pleased with him).
Close up of the cave:
The view from inside the cave: