What kind of mushroom is this?

I've never had much of a green thumb and the summer in Dubai thwarts any ambition of developing one. So I don't know how to react to this mushroom growing on one of my dying plants. What kind of mushroom is it? Is it poisonous? Should I uproot it or let it grow? How did it start growing in the first place? Help...