Central Africa is home to the greatest number of hunter-gatherers remaining in the world, but the origins of their culture remain unclear. We compiled a dataset of Central African hunter-gatherer musical instruments, subsistence tools, specialized vocabulary and genome-wide single-nucleotide polymorphism data, which revealed ancient networks of cultural and linguistic exchange that spanned thousands of kilometres.