The disclosed embodiments include a method performed by a data intake and query system. The method includes populating each metric including a measure value, cataloging metadata in an in-memory metrics catalog, where the metadata is related to the metrics. The method further includes receiving a search query including search criteria, evaluating the search query by applying the search criteria to the metadata of the metrics catalog to obtain results that satisfy the search criteria, and causing display, on a display device, of the results or data indicative of the results.