Solution: Drop this gist into your development.rb file. It checks to see if memcached is running on the default port on localhost and sets config.cache_store appropriately.
With this code in place, not everyone on your team has to be running memcached, and you only have to run it when you're testing something that involves memcached.
This saved me some aggravation and I hope it helps you too.