I have connected some more NLSP solvers from scipy, however, all they works very unstable and can't use derivatives (at least for current scipy version 0.6.0, maybe in future they will be enhanced by someone).
So the new solvers are
scipy_anderson
scipy_anderson2
scipy_broyden1
scipy_broyden2
scipy_broyden3
scipy_broyden_generalized
you can read more about the ones (particularly, algorithms used) here.
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