An interface to integrate igraph and ggplot2 graphics within a normalized coordinate system. RGraphSpace extends ggplot2 with graph-aware geometries optimized for large networks. The GraphSpace class integrates directly with ggplot2 through specialized geoms and lazy resolution of node attributes, supporting customization of aesthetics and visual styles. These geoms use a dual-anchor normalization approach to align layers, particularly useful for analyses in which network elements must be spatially aligned with reference maps and images.