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Calimero is a freely available software tool for auto calibration of simulation models in the field of urban drainage. The innovation of that tool is the flexibility to work with any model which’s input and output files are plain text and which can be started from command line and the possibility to consider a-priori knowledge on system behaviour. The algorithms for evaluating the objective function and the calibration algorithm itself are defined by the user in a scripting environment to provide best possible flexibility.