We propose a best-of-both-worlds hybrid quantum system for a single photon quantum memory. An ensemble of cold atoms provides both quantum coherence and strong absorption. A single quantum dot, spectrally matched to the cold atoms, provides high repetition rate, narrow bandwidth single photons on demand. The project combines know-how in atomic and semiconductor physics and may enable fundamentally different quantum objects to be entangled.