Network analysis using graph abstractions is a powerful tool for studying complex systems. While there are multiple libraries for both graph operations in general and network analysis algorithms in particular, there is no components based standardization of both of these key set of operations. We propose a framework that abstracts the data stuctures, architecture, programming models for the graph algorithms underneath a very simple component based interface. We also build on these graph abstractions to provide a layer of abstraction that are key for network analysis. A reference implementation of the abstractions and its performance is also demonstrated using a new library - ESSENS.