We discuss the large-scale geometry of pure mapping class groups of locally finite, infinite graphs, motivated from recent work by Algom-Kfir-Bestvina [1] and the work of Mann-Rafi [12] on the large-scale geometry of mapping class groups of infinitetype surfaces. Using the framework of Rosendal for coarse geometry of non-locally compact groups, we classify when the pure mapping class group of a locally finite, infinite graph is globally coarsely bounded (an analog of compact) and when it is locally coarsely bounded (an analog of locally compact).Our techniques also give lower bounds on the first integral cohomology of the pure mapping class group for some graphs and show that some of these groups have continuous actions on simplicial trees.