New solution:
Built using Your great comments, thanks!
SELECT JSON_ARRAYAGG(JSON_OBJECT('name', name, 'phone', phone)) from Person;
Old solution:
With help from @Schwern I managed to put up this query, which seems to work!
SELECT CONCAT( '[', GROUP_CONCAT(JSON_OBJECT('name', name, 'phone', phone)), ']' ) FROM person;