One implementation provides a method for acquiring knowledge from multiple knowledge bases in a knowledge repository. The method includes identifying first and second knowledge bases within the knowledge repository by analyzing a search request received from a client system. The first knowledge base contains knowledge of a first type and the second knowledge base contains knowledge of a second type. The method further includes generating instructions that, when executed, cause first and second requests to be sent to the knowledge repository in sequential fashion to acquire knowledge from the first and second knowledge bases, such that the second request is sent after the first request, and such that the second request includes knowledge of the first type from the first knowledge base acquired in response to the first request.