Hi Shaun! Welcome to SitePoint.
This may not help, but your urls can look like mysite.com/folder/ if you are targeting the index.php / index.html file in that folder.
Otherwise, you may need to look at some kind of server configuration to rewrite the urls. Perhaps provide some more information about what you are trying to do / what conditions you are working with so that someone can advise further.