Multi-node affinity-based examination for computer network security remediation is provided herein. Exemplary methods may include receiving a query that includes a selection of Internet protocol (IP) addresses belonging to nodes within a network, obtaining characteristics for the nodes, determining communications between the nodes and communications between the nodes and any other nodes not included in the selection, determining a primary affinity indicative of communication between the nodes and a secondary affinity indicative of communication between the nodes and the other nodes not included in the selection, and generating a graphical user interface (GUI) that includes representations of the nodes in the range and the other nodes outside the range, placing links between the nodes in the selection and the other nodes not included in the selection based on the primary affinity and the secondary affinity, and providing the graphical user interface to a user.