diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 36ff5d392a..5553fa411c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,7 +14,7 @@ repos:
       - id: ruff
         name: ruff
         language: python
-        types: [python]
+        types: [python, pyi]
         entry: ruff
         args: 
           - --fix
@@ -22,5 +22,5 @@ repos:
       - id: mypy
         name: mypy
         language: python
-        types: [python]
+        types: [python, pyi]
         entry: mypy --implicit-optional
diff --git a/pyproject.toml b/pyproject.toml
index b45f37e632..8986449f1f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -130,7 +130,6 @@ files = "river"
 
 [[tool.mypy.overrides]]
 module = [
-    "river.*",
     "mmh3.*",
     "numpy.*",
     "sklearn.*",
diff --git a/river/drift/adwin_c.pyi b/river/drift/adwin_c.pyi
new file mode 100644
index 0000000000..75b5ad40f5
--- /dev/null
+++ b/river/drift/adwin_c.pyi
@@ -0,0 +1,27 @@
+class AdaptiveWindowing:
+    def __init__(
+        self,
+        delta: float = 0.002,
+        clock: int = 32,
+        max_buckets: int = 5,
+        min_window_length: int = 5,
+        grace_period: int = 10,
+    ) -> None: ...
+    def get_n_detections(self) -> int: ...
+    def get_width(self) -> float: ...
+    def get_total(self) -> float: ...
+    def get_variance(self) -> float: ...
+    @property
+    def variance_in_window(self) -> float: ...
+    def update(self, value: float) -> bool: ...
+
+class Bucket:
+    def __init__(self, max_size: int) -> None: ...
+    def clear_at(self, index: int) -> None: ...
+    def insert_data(self, value: float, variance: float) -> None: ...
+    def remove(self) -> None: ...
+    def compress(self, n_elements: int) -> None: ...
+    def get_total_at(self, index: int) -> float: ...
+    def get_variance_at(self, index: int) -> float: ...
+    def set_total_at(self, value: float, index: int) -> None: ...
+    def set_variance_at(self, value: float, index: int) -> None: ...
diff --git a/river/metrics/efficient_rollingrocauc/efficient_rollingrocauc.pyi b/river/metrics/efficient_rollingrocauc/efficient_rollingrocauc.pyi
new file mode 100644
index 0000000000..943d1fa6e4
--- /dev/null
+++ b/river/metrics/efficient_rollingrocauc/efficient_rollingrocauc.pyi
@@ -0,0 +1,12 @@
+from collections.abc import Sequence
+from typing import Any
+
+class EfficientRollingROCAUC:
+    def __cinit__(self, positiveLabel: int, windowSize: int) -> None: ...
+    def __dealloc__(self) -> None: ...
+    def update(self, label: bool, score: bool | float | dict[bool, float]) -> None: ...
+    def revert(self, label: bool, score: bool | float | dict[bool, float]) -> None: ...
+    def get(self) -> float: ...
+    def __getnewargs_ex__(self) -> tuple[tuple[int, int], dict[str, Any]]: ...
+    def __getstate__(self) -> tuple[Sequence[int], Sequence[float]]: ...
+    def __setstate__(self, state: tuple[Sequence[int], Sequence[float]]) -> None: ...
diff --git a/river/metrics/expected_mutual_info.pyi b/river/metrics/expected_mutual_info.pyi
new file mode 100644
index 0000000000..f3b584f2d5
--- /dev/null
+++ b/river/metrics/expected_mutual_info.pyi
@@ -0,0 +1,3 @@
+from river import metrics
+
+def expected_mutual_info(confusion_matrix: metrics.ConfusionMatrix) -> float: ...
diff --git a/river/utils/vectordict.pyi b/river/utils/vectordict.pyi
new file mode 100644
index 0000000000..faa8086966
--- /dev/null
+++ b/river/utils/vectordict.pyi
@@ -0,0 +1,56 @@
+from collections.abc import Callable
+
+import numpy
+
+def get_union_keys(left: VectorDict, right: VectorDict): ...
+def get_intersection_keys(left: VectorDict, right: VectorDict): ...
+
+class VectorDict:
+    def __init__(
+        self,
+        data: VectorDict | dict | None = None,
+        default_factory: Callable | None = None,
+        mask: VectorDict | set | None = None,
+        copy: bool = False,
+    ) -> None: ...
+    def with_mask(self, mask, copy=False): ...
+    def to_dict(self): ...
+    def to_numpy(self, fields) -> numpy.ndarray: ...
+    def __contains__(self, key): ...
+    def __delitem__(self, key): ...
+    def __format__(self, format_spec): ...
+    def __getitem__(self, key): ...
+    def __iter__(self): ...
+    def __len__(self): ...
+    def __repr__(self): ...
+    def __setitem__(self, key, value): ...
+    def __str__(self): ...
+    def clear(self): ...
+    def get(self, key, *args, **kwargs): ...
+    def items(self): ...
+    def keys(self): ...
+    def pop(self, *args, **kwargs): ...
+    def popitem(self): ...
+    def setdefault(self, key, *args, **kwargs): ...
+    def update(self, *args, **kwargs): ...
+    def values(self): ...
+    def __eq__(left, right): ...
+    def __add__(left, right): ...
+    def __iadd__(self, other): ...
+    def __sub__(left, right): ...
+    def __isub__(self, other): ...
+    def __mul__(left, right): ...
+    def __imul__(self, other): ...
+    def __truediv__(left, right): ...
+    def __itruediv__(self, other): ...
+    def __pow__(left, right): ...
+    def __ipow__(self, other): ...
+    def __matmul__(left, right): ...
+    def __neg__(self): ...
+    def __pos__(self): ...
+    def __abs__(self): ...
+    def abs(self): ...
+    def min(self): ...
+    def max(self): ...
+    def minimum(self, other): ...
+    def maximum(self, other): ...
diff --git a/river/utils/vectordict.pyx b/river/utils/vectordict.pyx
index 3ef20817fc..00d8c1911d 100644
--- a/river/utils/vectordict.pyx
+++ b/river/utils/vectordict.pyx
@@ -427,8 +427,8 @@ cdef class VectorDict:
                 return NotImplemented
         return self
 
-    def __pow__(left, right, modulo):
-        if not isinstance(left, VectorDict) or modulo is not None:
+    def __pow__(left, right):
+        if not isinstance(left, VectorDict):
             return NotImplemented
         left_ = <VectorDict> left
         res = left_._to_dict(force_copy=True)