With Music Performance Markup (MPM) we introduce a new XML format for describing musical performances in a systematic way. The format builds upon a series of mathematical models that capture the characteristics of performance features such as continuous tempo and dynamics transitions, articulations, and metrical accentuations. Bundled with MPM comes an infrastructure of documentations and software tools. This paper aims to provide an overview of and introduction to MPM, its infrastructure and ongoing development activities.