When metals in supported catalysts are atomically dispersed, they
are usually cationic and bonded chemically to supports. Investigations
of noble metals in this class are growing rapidly, leading to discoveries
of catalysts with new properties. Characterization of these materials
is challenging because the metal atoms reside on surfaces that are
typically nonuniform in composition and structure. We posit that understanding
of structures and catalytic properties of these materials is emerging
most strongly from investigations of structurally uniform catalysts
(metal atoms dispersed on crystalline supports) which can be characterized
incisively with atomic-resolution electron microscopy, X-ray absorption
spectroscopy, and infrared spectroscopy, bolstered by density functional
theory. We assess the literature of such catalysts supported on zeotype
materials, metal–organic frameworks, and covalent organic frameworks.
Assessing characterization, reactivity, and catalytic performance
of catalysts for oxidation, hydrogenation, the water–gas shift
reaction, and others, we consider metal–support interactions
and ligand effects for various metal–support combinations,
evaluating the degree of structural uniformity of exemplary catalysts
and summarizing structure–reactivity and structure–catalytic
property relationships.