The graveyard that once surrounded it has been removed entirely. An altar salvaged from the site has been re-erected outside the Roman Catholic Church of the Assumption in Wexford town, which means one of the more tangible remnants of this vanished building now stands in a busy urban setting, largely without context for those who pass it. About ten metres south of the wall foundation, St James' Well survives; holy wells in Ireland were often associated with early Christian sites and continued to attract local devotion long after their founding churches had fallen into ruin or been forgotten.

The site carries a complicated historical identity. Writing around 1680, a commentator named Synnott described it as a former convent of the Knights Templar, the military-religious order suppressed across Europe in the early fourteenth century, and that account was later cited by Hore in 1862. There is also a suggestion, drawn from a charter of Henry II dated to 1172, that this may be the location of St Aloch's Church, one of the ecclesiastical sites recorded in the earliest years of the Anglo-Norman settlement of Wexford. That identification is disputed, however, and later scholarship places St Aloch's more plausibly at Templetown in the Shelbourne area of County Wexford, a site whose very name points toward a Templar connection. Whether Kerloge itself had any genuine Templar association or whether Synnott was conflating traditions across nearby sites is, at this point, unresolved. What the ground has so far offered up is modest: archaeological monitoring carried out in 2021 along the route of a water pipe roughly sixty to a hundred metres from the church found nothing related to the earlier occupation of the site.