don't explicitely state that it does so, too. Nor can I read impliciteness that "normal" EXPLAIN is *run* by auto_explain.
auto_explain automatically produces the explain output of a query that is running for reals. The effect is identical to running explain analyze except your output here is whatever the query would produce instead of the explain output, which instead goes into the log.