Disclosed herein are embodiments of nanoparticle composites that comprise covalently coupled stabilizing agent molecules that improve stability of the nanoparticle composites and allow for tight packing of lipids and/or membranes. The nanoparticle composites can further comprise inhibition inhibitors and/or lipid components that interact to form a hybrid lipid bilayer membrane around the nanoparticle core. The nanoparticle composites can be coupled to drugs, targeting moieties, and imaging moieties. The nanoparticle composites can be used for in vivo drug deliver, disease diagnosis/treatment, and imaging.