This is something which was not obvious to me (or I don't read well),
so posting it in case it helps someone:

>>> from sympy import plot
>>> from sympy import Symbol

>>> x=Symbol('x')
>>> p = plot(2*x+3,show=False)

Now, you have a object of the Plot class returned in p.

So, you can either see the graph now:
>>> p.show()

Or save it:

>>> p.save('/tmp/foo1.png')

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