The amount of Linked Data has been growing increasingly. However, the efficient use of that knowledge is hindered by the lack of information about the data structure. This is reflected by the difficulty of writing SPARQL queries. In order to improve the user experience, we propose an auto-completion library 1 for SPARQL that suggests possible RDF terms. In this work, we investigate the feasibility of providing recommendations by only querying the SPARQL endpoint directly.