Eclipse was complaining in its Java Build Path panel that it did not know what MAVEN2_CLASSPATH_CONTAINER was. Searching around I realized that it was because I had not installed the Maven plugin.
After installing and restarting I went to Project > Update All Maven Dependencies to pull down all the dependencies.