Metal–organic frameworks (MOFs) supported metal nanoparticles (MNPs) (MNPs@MOFs) composites, as a class of effective functional materials, have been extensively explored because of the synergetic effect of MOFs and MNPs. Lots of synthesized methods are developed to synthesize MNPs@MOFs composites. These strategies can be generally divided into four main synthesis strategies: ship‐in‐the‐bottle, bottle‐around‐the‐ship, one‐pot, and sandwich assembly approaches. In this review, the recent synthesized strategies are discussed and summarized for the design and fabrication of different MNPs@MOFs composites. Then, the catalytic applications of some MNPs@MOFs composites are presented. Lastly, the challenges and future perspectives are also pointed out in this hot research filed.