Is it easier to take off against the wind or with it?
Almost always into the wind. The ground roll will be substantially decreased because you've already got a certain amount of airflow over the wings. 

Taking off with a tailwind is pretty much never advisable unless it's a one-way strip or runway, or the winds are below the tailwind limitations for that aircraft type.