diff --git a/mkdocs.yml b/mkdocs.yml
index 22c323d9d..7ae8000c7 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -126,7 +126,7 @@ plugins:
             group_by_category: false
             # 3 because docs are in pages with an H2 just above them
             heading_level: 3
-          import:
+          inventories:
             - url: https://docs.python.org/3/objects.inv
             - url: https://docs.pydantic.dev/latest/objects.inv
             - url: https://typing-extensions.readthedocs.io/en/latest/objects.inv
diff --git a/src/mcp/__init__.py b/src/mcp/__init__.py
index fbec40d0a..65a2bd50e 100644
--- a/src/mcp/__init__.py
+++ b/src/mcp/__init__.py
@@ -62,9 +62,7 @@
     ToolUseContent,
     UnsubscribeRequest,
 )
-from .types import (
-    Role as SamplingRole,
-)
+from .types import Role as SamplingRole
 
 __all__ = [
     "CallToolRequest",
diff --git a/src/mcp/client/session.py b/src/mcp/client/session.py
index a7d03f87c..b61bf0b03 100644
--- a/src/mcp/client/session.py
+++ b/src/mcp/client/session.py
@@ -206,7 +206,8 @@ def get_server_capabilities(self) -> types.ServerCapabilities | None:
     def experimental(self) -> ExperimentalClientFeatures:
         """Experimental APIs for tasks and other features.
 
-        WARNING: These APIs are experimental and may change without notice.
+        !!! warning
+            These APIs are experimental and may change without notice.
 
         Example:
             status = await session.experimental.get_task(task_id)
diff --git a/src/mcp/shared/session.py b/src/mcp/shared/session.py
index c807e291c..f5d76b77a 100644
--- a/src/mcp/shared/session.py
+++ b/src/mcp/shared/session.py
@@ -1,3 +1,5 @@
+from __future__ import annotations as _annotations
+
 import logging
 from collections.abc import Callable
 from contextlib import AsyncExitStack
@@ -72,14 +74,8 @@ def __init__(
         request_id: RequestId,
         request_meta: RequestParams.Meta | None,
         request: ReceiveRequestT,
-        session: """BaseSession[
-            SendRequestT,
-            SendNotificationT,
-            SendResultT,
-            ReceiveRequestT,
-            ReceiveNotificationT
-        ]""",
-        on_complete: Callable[["RequestResponder[ReceiveRequestT, SendResultT]"], Any],
+        session: BaseSession[SendRequestT, SendNotificationT, SendResultT, ReceiveRequestT, ReceiveNotificationT],
+        on_complete: Callable[[RequestResponder[ReceiveRequestT, SendResultT]], Any],
         message_metadata: MessageMetadata = None,
     ) -> None:
         self.request_id = request_id
@@ -92,7 +88,7 @@ def __init__(
         self._on_complete = on_complete
         self._entered = False  # Track if we're in a context manager
 
-    def __enter__(self) -> "RequestResponder[ReceiveRequestT, SendResultT]":
+    def __enter__(self) -> RequestResponder[ReceiveRequestT, SendResultT]:
         """Enter the context manager, enabling request cancellation tracking."""
         self._entered = True
         self._cancel_scope = anyio.CancelScope()
@@ -179,7 +175,7 @@ class BaseSession(
     _request_id: int
     _in_flight: dict[RequestId, RequestResponder[ReceiveRequestT, SendResultT]]
     _progress_callbacks: dict[RequestId, ProgressFnT]
-    _response_routers: list["ResponseRouter"]
+    _response_routers: list[ResponseRouter]
 
     def __init__(
         self,
@@ -210,7 +206,8 @@ def add_response_router(self, router: ResponseRouter) -> None:
         response stream mechanism. This is used by TaskResultHandler to route
         responses for queued task requests back to their resolvers.
 
-        WARNING: This is an experimental API that may change without notice.
+        !!! warning
+            This is an experimental API that may change without notice.
 
         Args:
             router: A ResponseRouter implementation
diff --git a/src/mcp/types.py b/src/mcp/types.py
index 654c00660..0ee925c19 100644
--- a/src/mcp/types.py
+++ b/src/mcp/types.py
@@ -1,3 +1,5 @@
+from __future__ import annotations as _annotations
+
 from collections.abc import Callable
 from datetime import datetime
 from typing import Annotated, Any, Final, Generic, Literal, TypeAlias, TypeVar
@@ -6,24 +8,6 @@
 from pydantic.networks import AnyUrl, UrlConstraints
 from typing_extensions import deprecated
 
-"""
-Model Context Protocol bindings for Python
-
-These bindings were generated from https://github.com/modelcontextprotocol/specification,
-using Claude, with a prompt something like the following:
-
-Generate idiomatic Python bindings for this schema for MCP, or the "Model Context
-Protocol." The schema is defined in TypeScript, but there's also a JSON Schema version
-for reference.
-
-* For the bindings, let's use Pydantic V2 models.
-* Each model should allow extra fields everywhere, by specifying `model_config =
-  ConfigDict(extra='allow')`. Do this in every case, instead of a custom base class.
-* Union types should be represented with a Pydantic `RootModel`.
-* Define additional model classes instead of using dictionaries. Do this even if they're
-  not separate types in the schema.
-"""
-
 LATEST_PROTOCOL_VERSION = "2025-11-25"
 
 """
@@ -557,7 +541,7 @@ class Task(BaseModel):
     """Current task state."""
 
     statusMessage: str | None = None
-    """  
+    """
     Optional human-readable message describing the current task state.
     This can provide context for any status, including:
     - Reasons for "cancelled" status
@@ -1121,7 +1105,7 @@ class ToolResultContent(BaseModel):
     toolUseId: str
     """The unique identifier that corresponds to the tool call's id field."""
 
-    content: list["ContentBlock"] = []
+    content: list[ContentBlock] = []
     """
     A list of content objects representing the tool result.
     Defaults to empty list if not provided.
@@ -1523,7 +1507,7 @@ class CreateMessageRequestParams(RequestParams):
     stopSequences: list[str] | None = None
     metadata: dict[str, Any] | None = None
     """Optional metadata to pass through to the LLM provider."""
-    tools: list["Tool"] | None = None
+    tools: list[Tool] | None = None
     """
     Tool definitions for the LLM to use during sampling.
     Requires clientCapabilities.sampling.tools to be present.