SpillOver is the first open-source risk assessment tool that evaluates wildlife viruses to estimate their zoonotic spillover and pandemic potential. It effectively creates a watchlist of newly discovered viruses to help policymakers and health scientists prioritize them for further characterization, surveillance, and risk-reducing interventions.