We present a new method for constraining the Milky Way halo gravitational potential by simul-taneously fitting multiple tidal streams. This method requires full three-dimensional positions and velocities for all stars in the streams, but does not require identification of any specific stream, nor de-termination of stream membership for any star. We exploit the principle that the action distribution of stream stars is most clustered—that is, most informative—when the potential used to calculate the actions is closest to the true potential. We measure the amount of clustering with the Kullback-Leibler Divergence (KLD) or relative entropy, a statistical measure of information which also provides uncertainties for our parameter estimates. We sh...