Synthetic macrocycles are an attractive area in drug discovery.H owever,t heir use has been hindered by al acko f versatile platforms for the generation of structurally (and thus shape) diverse macrocycle libraries.Herein, we describe anew concept in library synthesis,t ermed multidimensional diversity-oriented synthesis,a nd its application towards macrocycles.This enabled the step-efficient generation of alibrary of 45 novel, structurally diverse,a nd highly-functionalized macrocycles based around ab road range of scaffolds and incorporating awide variety of biologically relevant structural motifs.The synthesis strategy exploited the diverse reactivity of aza-ylides and imines,a nd featured eight different macrocyclization methods,two of which were novel. Computational analyses reveal abroad coverage of molecular shape space by the library and provides insight into how the various diversitygenerating steps of the synthesis strategy impact on molecular shape.