Radar Digital Receiver (RDR) requires to perform many computationally intensive operations in real-time. Therefore, RDRs have been implemented using DSP (Digital Signal Processor) or high performance FPGA (Field Programmable Gate Array) based customized hardware and software, and optimized for heavy math computation. These designs have a few limitations like long development cycle and high implementation cost due to customized hardware and proprietary software including development tools, Board Support Package and Operating System (OS). A new design is proposed to overcome these limitations by making use of low-cost COTS (Commercially Off The Shelf) hardware containing multi-core processors that are enabled to perform complex math efficiently, open source software and ready to use Intel’s IPP (Integrated Performance Primitives) library of functions. A prototype RDR for tracking application is developed and evaluated by integrating with an S-Band Radar and tracking various targets. The details of design, implementation and performance evaluation of the prototype RDR are presented in this paper.