The upper surface of the leaves is green but the lower side is reddish purple.
The labellum is dark red, linear to oblong, cup-shaped around the column with its edges rolled under and the end suddenly turned downwards.
[2][3][4] Cryptostylis leptochila was first formally described in 1873 by George Bentham from an unpublished description by Ferdinand von Mueller.
It is found in south-eastern Queensland, on the coast and ranges of New South Wales, in southeastern Victoria and on Flinders Island.
[2][3][4] This species is classed as "endangered" in Tasmania, where it occurs in a few locations on Flinders Island but is not in any nature reserve.