The village is located at the foot of the eponymous Mount Saint-Pierre. This 411 metres (1,348 ft) high mount juts into the Gulf of Saint Lawrence, separating Cove Mont-Louis from Cove Mont-Saint-Pierre, into which the Mont-Saint-Pierre River flows. The place was formerly called Rivière-à-Pierre.
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