In the case where you have a large list of url's and don't know how safe it is/whether or not some url's/sites contain malware, you can use...
https://www.virustotal.com
to check if a site is clean or contains viruses/malware. It uses a combination of around 20 different url scanners(including Google Safebrowsing) to check if a site contains malware or not.