Optional filters in one query

A search API uses the query below so that any filter can be skipped by passing NULL. With prepared statements, it is slow even when only city is given. Why?

SELECT * FROM shops
WHERE ($1::text IS NULL OR city = $1)
  AND ($2::text IS NULL OR category = $2)
  AND ($3::int  IS NULL OR rating >= $3);