Support tool and resource caching for MCP servers that support change notifications

pydantic_ai_slim/pydantic_ai/_mcp.py

@@ -91,11 +91,19 @@ def add_msg(
                                     'user',
                                     mcp_types.ImageContent(
                                         type='image',
-                                        data=base64.b64decode(chunk.data).decode(),
+                                        data=base64.b64encode(chunk.data).decode(),
+                                        mimeType=chunk.media_type,
+                                    ),
+                                )
+                            elif isinstance(chunk, messages.BinaryContent) and chunk.is_audio:
+                                add_msg(
+                                    'user',
+                                    mcp_types.AudioContent(
+                                        type='audio',
+                                        data=base64.b64encode(chunk.data).decode(),
                                         mimeType=chunk.media_type,
                                     ),
                                 )
-                            # TODO(Marcelo): Add support for audio content.
                             else:
                                 raise NotImplementedError(f'Unsupported content type: {type(chunk)}')
         else:

pydantic_ai_slim/pydantic_ai/mcp.py

@@ -36,6 +36,7 @@
     from mcp.shared import exceptions as mcp_exceptions
     from mcp.shared.context import RequestContext
     from mcp.shared.message import SessionMessage
+    from mcp.shared.session import RequestResponder
 except ImportError as _import_error:
     raise ImportError(
         'Please install the `mcp` package to use the MCP server, '
@@ -226,12 +227,21 @@ class ServerCapabilities:
     prompts: bool = False
     """Whether the server offers any prompt templates."""
 
+    prompts_list_changed: bool = False
+    """Whether the server will emit notifications when the list of prompts changes."""
+
     resources: bool = False
     """Whether the server offers any resources to read."""
 
+    resources_list_changed: bool = False
+    """Whether the server will emit notifications when the list of resources changes."""
+
     tools: bool = False
     """Whether the server offers any tools to call."""
 
+    tools_list_changed: bool = False
+    """Whether the server will emit notifications when the list of tools changes."""
+
     completions: bool = False
     """Whether the server offers autocompletion suggestions for prompts and resources."""
 
@@ -244,12 +254,18 @@ def from_mcp_sdk(cls, mcp_capabilities: mcp_types.ServerCapabilities) -> ServerC
         Args:
             mcp_capabilities: The MCP SDK ServerCapabilities object.
         """
+        prompts_cap = mcp_capabilities.prompts
+        resources_cap = mcp_capabilities.resources
+        tools_cap = mcp_capabilities.tools
         return cls(
             experimental=list(mcp_capabilities.experimental.keys()) if mcp_capabilities.experimental else None,
             logging=mcp_capabilities.logging is not None,
-            prompts=mcp_capabilities.prompts is not None,
-            resources=mcp_capabilities.resources is not None,
-            tools=mcp_capabilities.tools is not None,
+            prompts=prompts_cap is not None,
+            prompts_list_changed=bool(prompts_cap.listChanged) if prompts_cap else False,
+            resources=resources_cap is not None,
+            resources_list_changed=bool(resources_cap.listChanged) if resources_cap else False,
+            tools=tools_cap is not None,
+            tools_list_changed=bool(tools_cap.listChanged) if tools_cap else False,
             completions=mcp_capabilities.completions is not None,
         )
 
@@ -319,6 +335,26 @@ class MCPServer(AbstractToolset[Any], ABC):
     elicitation_callback: ElicitationFnT | None = None
     """Callback function to handle elicitation requests from the server."""
 
+    cache_tools: bool
+    """Whether to cache the list of tools.
+
+    When enabled (default), tools are fetched once and cached until either:
+    - The server sends a `notifications/tools/list_changed` notification
+    - The connection is closed
+
+    Set to `False` for servers that change tools dynamically without sending notifications.
+    """
+
+    cache_resources: bool
+    """Whether to cache the list of resources.
+
+    When enabled (default), resources are fetched once and cached until either:
+    - The server sends a `notifications/resources/list_changed` notification
+    - The connection is closed
+
+    Set to `False` for servers that change resources dynamically without sending notifications.
+    """
+
     _id: str | None
 
     _enter_lock: Lock = field(compare=False)
@@ -332,6 +368,9 @@ class MCPServer(AbstractToolset[Any], ABC):
     _server_capabilities: ServerCapabilities
     _instructions: str | None
 
+    _cached_tools: list[mcp_types.Tool] | None
+    _cached_resources: list[Resource] | None
+
     def __init__(
         self,
         tool_prefix: str | None = None,
@@ -344,6 +383,8 @@ def __init__(
         sampling_model: models.Model | None = None,
         max_retries: int = 1,
         elicitation_callback: ElicitationFnT | None = None,
+        cache_tools: bool = True,
+        cache_resources: bool = True,
         *,
         id: str | None = None,
     ):
@@ -357,6 +398,8 @@ def __init__(
         self.sampling_model = sampling_model
         self.max_retries = max_retries
         self.elicitation_callback = elicitation_callback
+        self.cache_tools = cache_tools
+        self.cache_resources = cache_resources
 
         self._id = id or tool_prefix
 
@@ -366,6 +409,8 @@ def __post_init__(self):
         self._enter_lock = Lock()
         self._running_count = 0
         self._exit_stack = None
+        self._cached_tools = None
+        self._cached_resources = None
 
     @abstractmethod
     @asynccontextmanager
@@ -430,13 +475,22 @@ def instructions(self) -> str | None:
     async def list_tools(self) -> list[mcp_types.Tool]:
         """Retrieve tools that are currently active on the server.
 
-        Note:
-        - We don't cache tools as they might change.
-        - We also don't subscribe to the server to avoid complexity.
+        Tools are cached by default, with cache invalidation on:
+        - `notifications/tools/list_changed` notifications from the server
+        - Connection close (cache is cleared in `__aexit__`)
+
+        Set `cache_tools=False` for servers that change tools without sending notifications.
         """
-        async with self:  # Ensure server is running
-            result = await self._client.list_tools()
-        return result.tools
+        async with self:
+            if self.cache_tools:
+                if self._cached_tools is not None:
+                    return self._cached_tools
+                result = await self._client.list_tools()
+                self._cached_tools = result.tools
+                return result.tools
+            else:
+                result = await self._client.list_tools()
+                return result.tools
 
     async def direct_call_tool(
         self,
@@ -542,21 +596,31 @@ def tool_for_tool_def(self, tool_def: ToolDefinition) -> ToolsetTool[Any]:
     async def list_resources(self) -> list[Resource]:
         """Retrieve resources that are currently present on the server.
 
-        Note:
-        - We don't cache resources as they might change.
-        - We also don't subscribe to resource changes to avoid complexity.
+        Resources are cached by default, with cache invalidation on:
+        - `notifications/resources/list_changed` notifications from the server
+        - Connection close (cache is cleared in `__aexit__`)
+
+        Set `cache_resources=False` for servers that change resources without sending notifications.
 
         Raises:
             MCPError: If the server returns an error.
         """
-        async with self:  # Ensure server is running
+        async with self:
             if not self.capabilities.resources:
                 return []
             try:
-                result = await self._client.list_resources()
+                if self.cache_resources:
+                    if self._cached_resources is not None:
+                        return self._cached_resources
+                    result = await self._client.list_resources()
+                    resources = [Resource.from_mcp_sdk(r) for r in result.resources]
+                    self._cached_resources = resources
+                    return resources
+                else:
+                    result = await self._client.list_resources()
+                    return [Resource.from_mcp_sdk(r) for r in result.resources]
             except mcp_exceptions.McpError as e:
                 raise MCPError.from_mcp_sdk(e) from e
-        return [Resource.from_mcp_sdk(r) for r in result.resources]
 
     async def list_resource_templates(self) -> list[ResourceTemplate]:
         """Retrieve resource templates that are currently present on the server.
@@ -628,6 +692,7 @@ async def __aenter__(self) -> Self:
                         elicitation_callback=self.elicitation_callback,
                         logging_callback=self.log_handler,
                         read_timeout_seconds=timedelta(seconds=self.read_timeout),
+                        message_handler=self._handle_notification,
                     )
                     self._client = await exit_stack.enter_async_context(client)
 
@@ -651,6 +716,8 @@ async def __aexit__(self, *args: Any) -> bool | None:
             if self._running_count == 0 and self._exit_stack is not None:
                 await self._exit_stack.aclose()
                 self._exit_stack = None
+                self._cached_tools = None
+                self._cached_resources = None
 
     @property
     def is_running(self) -> bool:
@@ -680,6 +747,19 @@ async def _sampling_callback(
             model=self.sampling_model.model_name,
         )
 
+    async def _handle_notification(
+        self,
+        message: RequestResponder[mcp_types.ServerRequest, mcp_types.ClientResult]
+        | mcp_types.ServerNotification
+        | Exception,
+    ) -> None:
+        """Handle notifications from the MCP server, invalidating caches as needed."""
+        if isinstance(message, mcp_types.ServerNotification):  # pragma: no branch
+            if isinstance(message.root, mcp_types.ToolListChangedNotification):
+                self._cached_tools = None
+            elif isinstance(message.root, mcp_types.ResourceListChangedNotification):
+                self._cached_resources = None
+
     async def _map_tool_result_part(
         self, part: mcp_types.ContentBlock
     ) -> str | messages.BinaryContent | dict[str, Any] | list[Any]:
@@ -696,11 +776,7 @@ async def _map_tool_result_part(
         elif isinstance(part, mcp_types.ImageContent):
             return messages.BinaryContent(data=base64.b64decode(part.data), media_type=part.mimeType)
         elif isinstance(part, mcp_types.AudioContent):
-            # NOTE: The FastMCP server doesn't support audio content.
-            # See <https://github.com/modelcontextprotocol/python-sdk/issues/952> for more details.
-            return messages.BinaryContent(
-                data=base64.b64decode(part.data), media_type=part.mimeType
-            )  # pragma: no cover
+            return messages.BinaryContent(data=base64.b64decode(part.data), media_type=part.mimeType)
         elif isinstance(part, mcp_types.EmbeddedResource):
             resource = part.resource
             return self._get_content(resource)
@@ -776,6 +852,8 @@ class MCPServerStdio(MCPServer):
     sampling_model: models.Model | None
     max_retries: int
     elicitation_callback: ElicitationFnT | None = None
+    cache_tools: bool
+    cache_resources: bool
 
     def __init__(
         self,
@@ -794,6 +872,8 @@ def __init__(
         sampling_model: models.Model | None = None,
         max_retries: int = 1,
         elicitation_callback: ElicitationFnT | None = None,
+        cache_tools: bool = True,
+        cache_resources: bool = True,
         id: str | None = None,
     ):
         """Build a new MCP server.
@@ -813,6 +893,10 @@ def __init__(
             sampling_model: The model to use for sampling.
             max_retries: The maximum number of times to retry a tool call.
             elicitation_callback: Callback function to handle elicitation requests from the server.
+            cache_tools: Whether to cache the list of tools.
+                See [`MCPServer.cache_tools`][pydantic_ai.mcp.MCPServer.cache_tools].
+            cache_resources: Whether to cache the list of resources.
+                See [`MCPServer.cache_resources`][pydantic_ai.mcp.MCPServer.cache_resources].
             id: An optional unique ID for the MCP server. An MCP server needs to have an ID in order to be used in a durable execution environment like Temporal, in which case the ID will be used to identify the server's activities within the workflow.
         """
         self.command = command
@@ -831,6 +915,8 @@ def __init__(
             sampling_model,
             max_retries,
             elicitation_callback,
+            cache_tools,
+            cache_resources,
             id=id,
         )
 
@@ -930,6 +1016,8 @@ class _MCPServerHTTP(MCPServer):
     sampling_model: models.Model | None
     max_retries: int
     elicitation_callback: ElicitationFnT | None = None
+    cache_tools: bool
+    cache_resources: bool
 
     def __init__(
         self,
@@ -948,6 +1036,8 @@ def __init__(
         sampling_model: models.Model | None = None,
         max_retries: int = 1,
         elicitation_callback: ElicitationFnT | None = None,
+        cache_tools: bool = True,
+        cache_resources: bool = True,
         **_deprecated_kwargs: Any,
     ):
         """Build a new MCP server.
@@ -967,6 +1057,10 @@ def __init__(
             sampling_model: The model to use for sampling.
             max_retries: The maximum number of times to retry a tool call.
             elicitation_callback: Callback function to handle elicitation requests from the server.
+            cache_tools: Whether to cache the list of tools.
+                See [`MCPServer.cache_tools`][pydantic_ai.mcp.MCPServer.cache_tools].
+            cache_resources: Whether to cache the list of resources.
+                See [`MCPServer.cache_resources`][pydantic_ai.mcp.MCPServer.cache_resources].
         """
         if 'sse_read_timeout' in _deprecated_kwargs:
             if read_timeout is not None:
@@ -997,6 +1091,8 @@ def __init__(
             sampling_model,
             max_retries,
             elicitation_callback,
+            cache_tools,
+            cache_resources,
             id=id,
         )
 

tests/mcp_server.py

@@ -235,6 +235,19 @@ async def use_elicitation(ctx: Context[ServerSession, None], question: str) -> s
         return f'User {result.action}ed the elicitation'
 
 
+async def hidden_tool() -> str:
+    """A tool that is hidden by default."""
+    return 'I was hidden!'
+
+
+@mcp.tool()
+async def enable_hidden_tool(ctx: Context[ServerSession, None]) -> str:
+    """Enable the hidden tool, triggering a ToolListChangedNotification."""
+    mcp._tool_manager.add_tool(hidden_tool)  # pyright: ignore[reportPrivateUsage]
+    await ctx.session.send_tool_list_changed()
+    return 'Hidden tool enabled'
+
+
 @mcp._mcp_server.set_logging_level()  # pyright: ignore[reportPrivateUsage]
 async def set_logging_level(level: str) -> None:
     global log_level