The Johns Hopkins US county-level data with current cases is available in the Living Atlas. Just search for "COVID-19 Cases US". If you need the full daily history of these data you'll have to go through GitHub.
Since March 23rd the Johns Hopkins has been reporting at the county level in the US. Before that it was at the state level in the US.