There are various identities for the Jacobi Theta Functions $\vartheta_n(z,q)$ on the MathWorld page and on the Wikipedia page. But I found no integral identities for these functions.
Meanwhile, there are beautiful identities for the simple case of $z=0$:
$$\int_0^1 \vartheta_2(0,q)dq=\pi \tanh \pi$$
$$\int_0^1 \vartheta_3(0,q)dq=\frac{\pi}{ \tanh \pi}$$
$$\int_0^1 \vartheta_4(0,q)dq=\frac{\pi}{ \sinh \pi}$$
I found these identities using the series approach and Mathematica for summation.
Surprisingly enough Mathematica can't take the integrals themselves, and numerically for $\vartheta_2(0,q),\vartheta_3(0,q)$ they are extremely hard to compute because of the sharp increase around $q=1$.
Using the same method, it's possible to find some other interesting integrals, for example:
$$\int_0^1 \vartheta_2(0,q) \ln \frac{1}{q} dq=\frac{\pi}{2} \left( \tanh \pi-\frac{\pi}{\cosh^2 \pi} \right)$$
$$\int_0^1 \vartheta_3(0,q) \ln \frac{1}{q} dq=\frac{\pi}{2} \left( \frac{1}{ \tanh \pi}+\frac{\pi}{\sinh^2 \pi} \right)$$
$$\int_0^1 \vartheta_4(0,q) \ln \frac{1}{q} dq=\frac{\pi}{2 \sinh \pi} \left( \frac{\pi}{ \tanh \pi}+1 \right)$$
Where can I find out more about the integral identities for the Jacobi Theta Functions? Are there some identities for the general case of $z \neq 0$?
And more, is there some intuition behind the relationship between theta functions and hyperbolic functions? (I can undertand $\pi$, since they are related to elliptic functions, but where do $\tanh, \sinh, \cosh$ come from?)