One way to edit the search URL is a proxy site like udm14.com, which is probably the biggest site out there popularizing this technique.

When people are making their own entire web sites to make it possible for people to adapt around UX issues of your web site (not just a handful, but enough people that there's one site that's identifiable as "the biggest"), you have lost the plot.