Abstract: An information handling system operating an automated data set query suggestion system may comprise a processor executing code instructions for identifying a data set through an API query, a GUI receiving a user-selected query object, and the processor generating a natural language sentence describing a suggested API query, based on node and edge values for a previously executed query database describing previously executed API queries. The suggested API query may have include a suggested query object, a suggested query operator, or a suggested API to be queried, associated in the previously executed query database with the user-selected query object. The GUI may receive a user instruction to perform the suggested API query, the processor may automatically generate a set of code instructions for future execution of the suggested API query, and a network interface device may transmit the code instructions for future execution by a runtime engine for execution at a remote location.