Download the wallet from http://memorycoin.org/files/ and use the built-in miner.
You'll get at least 10 MMC per day - probably some more, depends on the CPU model

To get out as much as possible use option 2 described here: http://memorycoin.org/profitable-cpu-mining-with-memorycoin-mmc/