Wildfly cannot add "Server Runtime" classpath lib to POJP

For users not using wtp projects, there is an additional way to get a server adapter's jars on the classpath. You would right-click on your plain old java project, go to the build path, click add library, browse to server runtime, and then select the runtime you want to target.

Wildfly was not showing here, despite a runtime already existing in the workspace.