Clone the coin from Github on your linux machine through git, install the dependencies, and then run. For Ubuntu follow these steps: (all these commands are for Terminal)

First install dependencies:

sudo apt-get install build-essential libtool autotools-dev automake pkg-config libssl-dev libevent-dev bsdmainutils git

sudo add-apt-repository universe
sudo apt-get update
sudo apt-get install libboost-all-dev

sudo apt-get install software-properties-common
sudo add-apt-repository ppa:bitcoin/bitcoin
sudo apt-get update
sudo apt-get install libdb4.8-dev libdb4.8++-dev

Now, clone mutualcoin from github, and compile the wallet:

git clone https://github.com/mutualcoin/mutualcoin.git
cd mutualcoin/src
make -f makefile.unix USE_UPNP=- all

After the compilation is complete. Run the wallet as follows:
./mutualcoind

Setup the mutualcoin.conf file as prompted, with your username and password.