The ruins of a small Augustinian Priory founded around 1216. It is dedicated to Olaf, the 11th century king and patron saint of Norway. Only parts of the church, cloister and refectory survive.

The exception is its 14th century refectory undercroft, with its vaulted brick ceiling and purbeck marble columns, which remains largely intact and retains much of the original plasterwork.