(but yes I think you might be right if we're centered on the CG)
Most of the solutions always have non-zero momentum, including in the initial conditions. And https://numericaltank.sjtu.edu.cn/three-body/three-body.htm includes periodic solutions that move in all three dimensions.
[1] ignoring the parameters of that ellipse changing slightly and slowly thanks to the other planets
All of the things in the solution can constantly have momentum.