Have a beginning and end; never a middle

Hey guys! While never getting around to executing my ideas, I have plenty of stories cradled in my head that I want to bring to reality. The problem is, I always have the beginning and mostly end of the story come naturally to me, but never the middle. Because of that, I have never ended up following through with continuing my stories. Any tips on growing the story organically through the middle?