A multi-chip module (MCM) is described. This MCM includes at least two substrates that are remateably mechanically coupled by positive and negative features on facing surfaces of the substrates. These positive and negative features may mate and self-lock with each other. For example, the positive features on one of the surfaces may include pairs of counterposed micro-springs, and the negative features may include pits or grooves on the other surface. When the substrates are mechanically coupled, a given pair of positive features may provide a force in a plane of the other surface. Furthermore, by compressing the MCM so that the surfaces of the substrates are pushed toward each other, the mechanical coupling may be released.