I have specified in my answer that you should not be engaged in a US trade or business, namely having a US facility or employees or have FDAP income and in this case, the taxes transparently are passed on to the US LLC members since the LLC is tax transparent.Foreign-owned LLC that is owned by only one member is that it would be treated as a branch of the foreign parent company for U.S. tax purposes. Under U.S. tax laws, the U.S. imposes a 30% branch profits tax on a foreign corporation’s U.S. branch earnings and profits that are effectively connected with a U.S. business, to the extent that the profits are not reinvested into branch assets. A U.S. branch would be taxable at the federal and state level. At the federal level, the branch profits tax at the rate of 30% is levied on the effectively connected earnings and profits of the U.S. branch.
The setup with a single member disregarded US LLC is used by a lot of foreigners that do not have direct trade or business in the USA for example they use it to do freelancer activities without being to the USA.