Firefox currently mostly supports WebDriver through geckodriver.
Chrome and Chromium have chromedriver, though it supports an older non-standard version of the protocol. There are effortsunderway to fix this, but it's not quite there yet.
Edge seems to support both the old and the new (standard) protocol.
It's not entirely clear what Safari supports supports, but their page at least mention the W3C spec.