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In this paper we describe the design and implementation of CP-VIZ, a generic visualization platform for constraint programming. It provides multiple views to show the search tree, and the state of constraints and variables for a postmortem analysis of a constraint program. Different to most previous visualization tools, it is system independent, using a light-weight, intermediate XML format to exchange information between solvers and the visualization tools. CP-VIZ is available under an open-source licence, and has already been interfaced to four different constraint systems.