Provided are a method, system, and program for a model publishing framework. An intermediate data structure is generated from a model to include elements providing information on the model, wherein the model defines an object oriented program design. A publisher registry has a plurality of registered publishers. One registered publisher is selected from the publisher registry to use to publish the model. The publisher includes formatting information to generate model output. The selected publisher accesses the intermediate data structure and generates output from the elements in the intermediate data structure according to the formatting information to provide a visualization of the defined model.