The former Benedictine monastery, located about nine miles north-west of Namur on the river Orneau, was founded about 945 by Saint Guibert or Wibert and dedicated to Saint Peter and the martyr Saint Exuperius.
Guibert appointed his friend Erluin the first abbot of Gembloux, while he himself became a monk at Gorze Abbey near Metz.