We propose to develop a collection of computer tools and libraries called SciViz that enable researchers to visualize large scale data sets on HPC resources remotely from their workstations at interactive rates. The proposed technology will interoperate with common existing scientific visualization software and provide equivalent core functionality optimized for very large data sets. Existing scientific visualization tools have specific limitations for large scale scientific data sets. Of these four limitations can be seen as paramount: (a) Memory Management, (b) Remote Visualization, (c) Interactivity, and (d) Specificity. SciViz overcomes these four issues and uses stack oriented approach in order to produce tools that can be more easily and widely adopted with minimal interruption within existing visualization environments. SciViz will be an open source implementation.