For thousands of rows, it's no big deal for pgsql to handle such a query.
However, as you approach 10,000, then 100,000, then 1,000,000 rows, it is a big deal.
At that point, you should look at tsearch2 in teh contrib directory. It quite literally flies. It's every bit a match for the built in full text search engine in MySQL.