Question:
Is there any criterion for using Riemann or Riemannian in terminology?
For example, Riemann occurs in these phrases:
Riemann surface, Riemann curvature tensor, Riemann-integrable, Riemann sum, Riemann sphere, Riemann-Roch theorem, Riemann Hypothesis...
... while Riemannian occurs in these phrases:
Riemannian geometry, Riemannian manifold, Riemannian measure, Riemannian metric...
Especially, why it's Riemann surface but Riemannian manifold?
Related links:
Why is “abelian” infrequently capitalized?
Mathematical adjectives that bear famous mathematician's names
Mathematical concepts named after mathematicians
Mathematician's names in structures.
How mathematical theorems and concepts gain their names?
Edit:
$1.$ From the comments, I realize it partly follows from conventions and habbits, though it may cause trouble when searching and might not be very friendly to non-English users. For example:
English: Riemann Surface, Riemannian Geometry (inconsistent)
French: surface de Riemann, Géométrie riemannienne (inconsistent)
German: Riemannsche Fläche, Riemannsche Geometrie (consistent)
Japanese: リーマン面, リーマン幾何学 (consistent)
Chinese: 黎曼曲面, 黎曼几何 (consistent)
$2.$ As the answer mentioned, when it's related to some definitions or properties, it's often "-ian", e.g. Riemannian metric, Gaussian process, Artinian ring, Noetherian ring.
$3.$ There're some typos about "Riemann" in this website.