We present OpenDial, an open-source toolkit for building and evaluating dialogue systems. The toolkit is centered on a dialogue state expressed as a Bayesian network and acting as a shared memory for the system modules. The domain models are specified via probabilistic rules encoded in a simple XML format. The toolkit has been deployed in several applications domains such as human–robot interaction and in-car driver assistants.