I have a bucket with thousands of files in it. How can I search the bucket? Is there a tool you can recommend?
Given that you are in AWS...I would think you would want to use their CloudSearch tools. Put the data you want to search in their service...have it point to the S3 keys.
http://aws.amazon.com/cloudsearch/