It is not certain if a counter memo, written by Democrats, will also be release by Mr Trump.
Mr Mueller was assigned to take over the Russia probe last year after Mr Trump fired former FBI Director James Comey, citing the investigation specifically as a reason for his removal.
Mr Trump and his Republican allies have long questioned the Russia probe, and have cast it as a political witch hunt.
Mr Trump approved the release of the memo, which was previously classified.