Olympus was first established as a post office in 1834, when the community was part of Overton County. The post office was discontinued and reestablished several times in the ensuing decades until it was finally discontinued for the last time in 1907.
- Olympus, Tennessee: Pickett Area's First Post Office, The Borderlands website
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