Found a solution:

Set up the query on hurl.it, click on permalink, then copy the URL it gives you, for example:

http://www.hurl.it/hurls/5a5762bfd067fe6c500f79f10db3c2a3166...

Every time you visit that page, the query will be loaded, you can send the request and see the response immediately.