Now I've fixed the problem.
Because Moon+ Reader is sending the URL /stanza/search/expression I need a RewriteRule to the feed.php syntax.
The rule looks like the following:
Code:
RewriteRule ^/stanza/search/(.*) /feed.php?query=$1 [R]
With this rule in the configuration I could now use the search.