I was able to get the Broken Link Checker WordPress plugin working on my site. I had to add exceptions to some of my security software for my server’s IP. I am quite confused why localhost would not work, but none the less, I now have a method of checking for broken links on my site and easily fixing them. I don’t even have to open the page!
Details are here for those who want them.