The Eilenberg-Moore category of a monad $(T:C \to C, \eta, \mu)$ has as objects pairs $(x \in Ob(C), h:Tx \to x)$ such that $h \circ \mu_x = h \circ Th:T(Tx) \to x$ and $h \circ \eta_x = id_{x}$. A morphism $f:(x, h) \to (x', h')$ in this category is a morphism in $f:x \to x'$ in $C$ such that $f \circ h = h' \circ Tf:Tx \to x'$ in $C$.
An example is the monad that sends a set to finite sequences of the members of that set (for example $\{A, B, C\} \mapsto \{[], [A], \ldots, [BCAAB], \ldots\}$) and functions to functions that act on each element of the sequence individually, with $\eta(x) = [x]$ and $\mu([[x1x2\ldots][y1y2\ldots]\ldots]) = [x1x2\ldots y1y2\ldots,\ldots]$. This is a monad, and its EM-category is equivalent to the category of monoids.
My question is based on the monad I will call $T$. It is a monad on $SET$. It sends a set $A$ to the set of infinite sequences of the elements of $A$. It sends a function $f: A \to B$ to the function that takes an infinite sequence of $x \in A$ to to the infinite sequence of $f(x)$s. $\eta(x) = [x, x, x \ldots]$ repeated forever. $\mu$ is based on diagonalization. Namely, given an infinite sequence of infinite sequences of $A$, it gives the following sequence: the first element of the first sequence, the second element of the second sequence, the third element of the third sequence, etc... . For example: $$\mu([[x1, x2, x3 \ldots],[y1, y2, y3 \ldots], [z1, z2, z3 \ldots], \ldots] = [x1, y2, z3, \ldots].$$
My question is, is the EM-category of this equivalent to the category of some common algebraic structure? What is the EM-category of this monad on $SET$?
This is a special case of the so-called "reader monad" or "environment monad", which is defined as follows for every object $E$ in a cartesian closed category $\mathcal{S}$:
In fact, assuming $\mathcal{S}$ also has finite limits, this is the monad induced by the adjunction $$E^* \dashv \Pi_E : \mathcal{S}_{/ E} \to \mathcal{S}$$ defined as follows:
In particular, there is a canonical comparison functor from $\mathcal{S}_{/ E}$ to the category of algebras for the induced monad. Unfortunately, it is not usually faithful, let alone an equivalence. (This reflects the fact that $\Pi_E : \mathcal{S}_{/ E} \to \mathcal{S}$ is not usually faithful.)
It seems to me that there is no good description of the algebras for this monad other than as "objects of generalised functions". For example, when $\mathcal{S} = \mathbf{Set}$, given a map $p : I \to E$ and a set $X (i)$ for each $i \in I$, we can make $A = \prod_{i \in I} X (i)$ into an algebra with action $\alpha : [E, A] \to A$ given by $\alpha (f) (i) = f (p (i)) (i)$. (Here, we are thinking of elements of $\prod_{i \in I} X (i)$ as special functions with domain $I$ and codomain $\bigcup_{i \in I} X (i)$.) Note that $$\alpha (\mu_A (f)) (i) = \mu_A (f) (p (i)) (i) = f (p (i)) (p (i)) (i) = [E, \alpha] (f) (p (i)) (i) = \alpha ([E, \alpha] (f)) (i)$$ so $\alpha : [E, A] \to A$ is indeed an action.
In the case where $I = E$, $p = \mathrm{id}_E$, and $X (i)$ does not depend on $i$, $(A, \alpha)$ is a free algebra. Qiaochu's remark about principal ultrafilters can be seen as the special case where $I = 1$.