diff --git a/stubs/tensorflow/tensorflow/autograph/__init__.pyi b/stubs/tensorflow/tensorflow/autograph/__init__.pyi
new file mode 100644
index 000000000..4058de0c3
--- /dev/null
+++ b/stubs/tensorflow/tensorflow/autograph/__init__.pyi
@@ -0,0 +1,17 @@
+from collections.abc import Callable
+from typing import Any, TypeVar
+
+from tensorflow.autograph.experimental import Feature
+
+_Type = TypeVar("_Type")
+
+def set_verbosity(level: int, alsologtostdout: bool = False) -> None: ...
+def to_code(
+    entity: Callable[..., Any],
+    recursive: bool = True,
+    experimental_optional_features: None | Feature | tuple[Feature, ...] = None,
+) -> str: ...
+def to_graph(
+    entity: _Type, recursive: bool = True, experimental_optional_features: None | Feature | tuple[Feature, ...] = None
+) -> _Type: ...
+def trace(*args: Any) -> None: ...
diff --git a/stubs/tensorflow/tensorflow/autograph/experimental.pyi b/stubs/tensorflow/tensorflow/autograph/experimental.pyi
new file mode 100644
index 000000000..738a6802d
--- /dev/null
+++ b/stubs/tensorflow/tensorflow/autograph/experimental.pyi
@@ -0,0 +1,30 @@
+from collections.abc import Callable, Iterable
+from enum import Enum
+from typing import TypeVar, overload
+from typing_extensions import ParamSpec
+
+import tensorflow as tf
+from tensorflow._aliases import Integer
+
+_Param = ParamSpec("_Param")
+_RetType = TypeVar("_RetType")
+
+class Feature(Enum):
+    ALL = "ALL"
+    ASSERT_STATEMENTS = "ASSERT_STATEMENTS"
+    AUTO_CONTROL_DEPS = "AUTO_CONTROL_DEPS"
+    BUILTIN_FUNCTIONS = "BUILTIN_FUNCTIONS"
+    EQUALITY_OPERATORS = "EQUALITY_OPERATORS"
+    LISTS = "LISTS"
+    NAME_SCOPES = "NAME_SCOPES"
+
+@overload
+def do_not_convert(func: Callable[_Param, _RetType]) -> Callable[_Param, _RetType]: ...
+@overload
+def do_not_convert(func: None = None) -> Callable[[Callable[_Param, _RetType]], Callable[_Param, _RetType]]: ...
+def set_loop_options(
+    parallel_iterations: Integer = ...,
+    swap_memory: bool = ...,
+    maximum_iterations: Integer = ...,
+    shape_invariants: Iterable[tuple[tf.Tensor, tf.TensorShape]] = ...,
+) -> None: ...