Extracellular domains of cell-surface receptors and ligands mediate cell-cell communication, adhesion, and initiation of signaling events, but most existing protein-protein “interactome” datasets lack information for extracellular interactions. We probed interactions between receptor extracellular domains, focusing on the Immunoglobulin Superfamily (IgSF), Fibronectin type-III (FnIII) and Leucine-rich repeat (LRR) families of Drosophila, a set of 202 proteins, many of which are known to be important in neuronal and developmental functions. Out of 20503 candidate protein pairs tested, we observed 106 interactions, 83 of which were previously unknown. We ‘deorphanized’ the 20-member subfamily of defective in proboscis IgSF proteins, showing that they selectively interact with an 11-member subfamily of previously uncharacterized IgSF proteins. Both subfamilies interact with a single common ‘orphan’ LRR protein. We also observed new interactions between Hedgehog and EGFR pathway components. Several of these interactions could be visualized in live-dissected embryos, demonstrating that this approach can identify physiologically relevant receptor-ligand pairs.