It is notable for its prominent bald summit affording widespread views and ease of access in all seasons.

Originally known as Monument Mountain, the summit's first known ascent was in 1772 during Archibald Campbell's survey of the Totten and Crossfield Purchase.

[5] It is part of the "Tupper Lake Triad," a hiking challenge that also includes Mount Arab and nearby Goodman Mountain.

The well-maintained hiking trail approached Coney Mountain from the west, then circles around the north of the mountain a saddle on its southeast side, at which point hikers ascend a rocky slide to the treeless summit.

[4] Due to its remoteness from settlements and its bald summit, Coney Mountain is also known as a dark-sky site for stargazing and astrophotography.