This paper presents Compose*, a compilation and execution framework for the Composition Filters model. The Composition Filters model is designed to improve the composability of object-based programs. It is claimed that this approach is largely language-independent, and has previously been applied to languages such as Smalltalk, Java and C++. However, building a new Composition Filters compiler for each target language results in the duplication of compilation technology.