It is shown on the nls map for 1926, half along Shaftesbury road, at the end of Lincoln road, now all housing.
My link to the map won’t work.
If any archives survive you would expect them to be in Southport (Now Sefton) archives and library services
Added, I now see that Jonwarrn has found it, well done