Is anything known about this sum?
$$ \sum_{\text{prime}\;p} \frac{1}{2^p} $$
I've calculated that it converges, but I can't determine whether the following related sum can be analytically continued outside the unit circle:
$$\sum_{\text{prime}\;p} z^{p}$$
I will only address the second part of the question about $\sum\limits_{p \text{ prime}} z^p$.
There is a result by Pólya and Carlson.
For the series at hand
$$f(z) = \sum\limits_{p \text{ prime}} z^p = \sum_{k=0}^\infty a_k z^k \quad\text{ where }\quad a_k = \begin{cases} 1, & p \text{ is prime}\\ 0, & \text{ otherwise }\end{cases}$$ It is trivial to see its radius of convergence is $1$. If $f(z)$ is rational, let's say $f(z) = \frac{p(z)}{q(z)}$ for polynomials $p(z)$ and $q(z)$, then $f(z)q(z) = p(z)$ is also polynomial.
WOLOG, assume $q(z)$ has the form $$q(z) = 1 + b_1 z + \cdots + b_n z^n \quad\text{ where } n = \deg(q)$$ Substitute this into the expression $f(z)q(z) = p(z)$ and compare coefficients of $z^{k+n}$ on both sides, we obtain
$$a_{k+n} + b_1 a_{k+n-1} + \cdots + b_n a_k = 0,\quad \text{ whenever }\quad k+n > \deg(p)$$
A consequence of this is if $a_k$ has infinitely many non-zero terms, then aside from initial $\deg(p)$ gaps, the gap between any two non-zero terms is at most $n-1$. It is known that there are infinitely many prime numbers and the prime gaps can be as large as one likes. This implies $f(z)$ is not rational.
By Pólya and Carlson, $\sum\limits_{p \text{ prime}} z^p$ has the unit circle as natural boundary. In other words, it cannot be analytic continued outside the unit disk in any manner.