NetworkX provides a suite of algorithms for network analysis, such as shortest path algorithms, clustering coefficients, and centrality measures. These tools can help identify the most important nodes and edges in a catalytic network, which can be critical for understanding the roles of specific intermediates or reactions in the overall process.