This is a joint work from Universities of L’Aquila, Sassari and Cagliari. It presents the demo and tutorial of JOINTER, a framework that allows to develop complex heterogeneous architectures composed of programmable processors and dedicated reconfigurable accelerators on FPGA, together with customizable monitoring systems, keeping under control the introduced overhead.