Executive branch agencies are expressly created by statute. See e.g., Iowa Code Chapter 86 (Industrial Commission) and 96 (Job Service). Accordingly, they are covered by the statute.
No statutory provision limits the particular executives, e.g. governor, mayors, etc., to which chapter 21 applies.