I’ve been searched for how to get tag description and display in WordPress. I’m not sure whether it works for me, but I’ve found a solution here as below:

$posttags = get_the_tags();
if ($posttags) {
    foreach($posttags as $tag) {
        echo $tag->name;
        echo $tag->description;
    }
}