Files
mcp-python-sdk/mcp_python/server/__init__.py
David Soria Parra 5497da0afd feat: add structured capability types
Replace generic capability dictionaries with structured types for prompts,
resources, tools, and roots. This improves type safety and makes capability
features like listChanged and subscribe more explicit in the protocol.
2024-11-07 14:49:40 +00:00

513 lines
18 KiB
Python

import contextvars
import logging
import warnings
from collections.abc import Awaitable, Callable
from typing import Any
from anyio.streams.memory import MemoryObjectReceiveStream, MemoryObjectSendStream
from pydantic import AnyUrl
from mcp_python.server import types
from mcp_python.server.session import ServerSession
from mcp_python.server.stdio import stdio_server as stdio_server
from mcp_python.shared.context import RequestContext
from mcp_python.shared.session import RequestResponder
from mcp_python.types import (
METHOD_NOT_FOUND,
CallToolRequest,
ClientNotification,
ClientRequest,
CompleteRequest,
EmbeddedResource,
EmptyResult,
ErrorData,
JSONRPCMessage,
ListPromptsRequest,
ListPromptsResult,
ListResourcesRequest,
ListResourcesResult,
ListToolsRequest,
ListToolsResult,
LoggingCapability,
LoggingLevel,
PingRequest,
ProgressNotification,
Prompt,
PromptMessage,
PromptReference,
PromptsCapability,
ReadResourceRequest,
ReadResourceResult,
Resource,
ResourceReference,
ResourcesCapability,
ServerCapabilities,
ServerResult,
SetLevelRequest,
SubscribeRequest,
TextContent,
Tool,
ToolsCapability,
UnsubscribeRequest,
)
logger = logging.getLogger(__name__)
request_ctx: contextvars.ContextVar[RequestContext] = contextvars.ContextVar(
"request_ctx"
)
class NotificationOptions:
def __init__(
self,
prompts_changed: bool = False,
resources_changed: bool = False,
tools_changed: bool = False,
):
self.prompts_changed = prompts_changed
self.resources_changed = resources_changed
self.tools_changed = tools_changed
class Server:
def __init__(self, name: str):
self.name = name
self.request_handlers: dict[type, Callable[..., Awaitable[ServerResult]]] = {
PingRequest: _ping_handler,
}
self.notification_handlers: dict[type, Callable[..., Awaitable[None]]] = {}
self.notification_options = NotificationOptions()
logger.debug(f"Initializing server '{name}'")
def create_initialization_options(
self,
notification_options: NotificationOptions | None = None,
experimental_capabilities: dict[str, dict[str, Any]] | None = None,
) -> types.InitializationOptions:
"""Create initialization options from this server instance."""
def pkg_version(package: str) -> str:
try:
from importlib.metadata import version
v = version(package)
if v is not None:
return v
except Exception:
pass
return "unknown"
return types.InitializationOptions(
server_name=self.name,
server_version=pkg_version("mcp_python"),
capabilities=self.get_capabilities(
notification_options or NotificationOptions(),
experimental_capabilities or {},
),
)
def get_capabilities(
self,
notification_options: NotificationOptions,
experimental_capabilities: dict[str, dict[str, Any]],
) -> ServerCapabilities:
"""Convert existing handlers to a ServerCapabilities object."""
prompts_capability = None
resources_capability = None
tools_capability = None
logging_capability = None
# Set prompt capabilities if handler exists
if ListPromptsRequest in self.request_handlers:
prompts_capability = PromptsCapability(
listChanged=notification_options.prompts_changed
)
# Set resource capabilities if handler exists
if ListResourcesRequest in self.request_handlers:
resources_capability = ResourcesCapability(
subscribe=False, listChanged=notification_options.resources_changed
)
# Set tool capabilities if handler exists
if ListToolsRequest in self.request_handlers:
tools_capability = ToolsCapability(
listChanged=notification_options.tools_changed
)
# Set logging capabilities if handler exists
if SetLevelRequest in self.request_handlers:
logging_capability = LoggingCapability()
return ServerCapabilities(
prompts=prompts_capability,
resources=resources_capability,
tools=tools_capability,
logging=logging_capability,
experimental=experimental_capabilities,
)
@property
def request_context(self) -> RequestContext:
"""If called outside of a request context, this will raise a LookupError."""
return request_ctx.get()
def list_prompts(self):
def decorator(func: Callable[[], Awaitable[list[Prompt]]]):
logger.debug("Registering handler for PromptListRequest")
async def handler(_: Any):
prompts = await func()
return ServerResult(ListPromptsResult(prompts=prompts))
self.request_handlers[ListPromptsRequest] = handler
return func
return decorator
def get_prompt(self):
from mcp_python.types import (
GetPromptRequest,
GetPromptResult,
ImageContent,
)
from mcp_python.types import (
Role as Role,
)
def decorator(
func: Callable[
[str, dict[str, str] | None], Awaitable[types.PromptResponse]
],
):
logger.debug("Registering handler for GetPromptRequest")
async def handler(req: GetPromptRequest):
prompt_get = await func(req.params.name, req.params.arguments)
messages: list[PromptMessage] = []
for message in prompt_get.messages:
match message.content:
case str() as text_content:
content = TextContent(type="text", text=text_content)
case types.ImageContent() as img_content:
content = ImageContent(
type="image",
data=img_content.data,
mimeType=img_content.mime_type,
)
case types.EmbeddedResource() as resource:
content = EmbeddedResource(
type="resource", resource=resource.resource
)
case _:
raise ValueError(
f"Unexpected content type: {type(message.content)}"
)
prompt_message = PromptMessage(role=message.role, content=content)
messages.append(prompt_message)
return ServerResult(
GetPromptResult(description=prompt_get.desc, messages=messages)
)
self.request_handlers[GetPromptRequest] = handler
return func
return decorator
def list_resources(self):
def decorator(func: Callable[[], Awaitable[list[Resource]]]):
logger.debug("Registering handler for ListResourcesRequest")
async def handler(_: Any):
resources = await func()
return ServerResult(ListResourcesResult(resources=resources))
self.request_handlers[ListResourcesRequest] = handler
return func
return decorator
def read_resource(self):
from mcp_python.types import (
BlobResourceContents,
TextResourceContents,
)
def decorator(func: Callable[[AnyUrl], Awaitable[str | bytes]]):
logger.debug("Registering handler for ReadResourceRequest")
async def handler(req: ReadResourceRequest):
result = await func(req.params.uri)
match result:
case str(s):
content = TextResourceContents(
uri=req.params.uri,
text=s,
mimeType="text/plain",
)
case bytes(b):
import base64
content = BlobResourceContents(
uri=req.params.uri,
blob=base64.urlsafe_b64encode(b).decode(),
mimeType="application/octet-stream",
)
return ServerResult(
ReadResourceResult(
contents=[content],
)
)
self.request_handlers[ReadResourceRequest] = handler
return func
return decorator
def set_logging_level(self):
from mcp_python.types import EmptyResult
def decorator(func: Callable[[LoggingLevel], Awaitable[None]]):
logger.debug("Registering handler for SetLevelRequest")
async def handler(req: SetLevelRequest):
await func(req.params.level)
return ServerResult(EmptyResult())
self.request_handlers[SetLevelRequest] = handler
return func
return decorator
def subscribe_resource(self):
from mcp_python.types import EmptyResult
def decorator(func: Callable[[AnyUrl], Awaitable[None]]):
logger.debug("Registering handler for SubscribeRequest")
async def handler(req: SubscribeRequest):
await func(req.params.uri)
return ServerResult(EmptyResult())
self.request_handlers[SubscribeRequest] = handler
return func
return decorator
def unsubscribe_resource(self):
from mcp_python.types import EmptyResult
def decorator(func: Callable[[AnyUrl], Awaitable[None]]):
logger.debug("Registering handler for UnsubscribeRequest")
async def handler(req: UnsubscribeRequest):
await func(req.params.uri)
return ServerResult(EmptyResult())
self.request_handlers[UnsubscribeRequest] = handler
return func
return decorator
def list_tools(self):
def decorator(func: Callable[[], Awaitable[list[Tool]]]):
logger.debug("Registering handler for ListToolsRequest")
async def handler(_: Any):
tools = await func()
return ServerResult(ListToolsResult(tools=tools))
self.request_handlers[ListToolsRequest] = handler
return func
return decorator
def call_tool(self):
from mcp_python.types import (
CallToolResult,
EmbeddedResource,
ImageContent,
TextContent,
)
def decorator(
func: Callable[
..., Awaitable[list[str | types.ImageContent | types.EmbeddedResource]]
],
):
logger.debug("Registering handler for CallToolRequest")
async def handler(req: CallToolRequest):
try:
results = await func(req.params.name, (req.params.arguments or {}))
content = []
for result in results:
match result:
case str() as text:
content.append(TextContent(type="text", text=text))
case types.ImageContent() as img:
content.append(
ImageContent(
type="image",
data=img.data,
mimeType=img.mime_type,
)
)
case types.EmbeddedResource() as resource:
content.append(
EmbeddedResource(
type="resource", resource=resource.resource
)
)
return ServerResult(CallToolResult(content=content, isError=False))
except Exception as e:
return ServerResult(
CallToolResult(
content=[TextContent(type="text", text=str(e))],
isError=True,
)
)
self.request_handlers[CallToolRequest] = handler
return func
return decorator
def progress_notification(self):
def decorator(
func: Callable[[str | int, float, float | None], Awaitable[None]],
):
logger.debug("Registering handler for ProgressNotification")
async def handler(req: ProgressNotification):
await func(
req.params.progressToken, req.params.progress, req.params.total
)
self.notification_handlers[ProgressNotification] = handler
return func
return decorator
def completion(self):
"""Provides completions for prompts and resource templates"""
from mcp_python.types import CompleteResult, Completion, CompletionArgument
def decorator(
func: Callable[
[PromptReference | ResourceReference, CompletionArgument],
Awaitable[Completion | None],
],
):
logger.debug("Registering handler for CompleteRequest")
async def handler(req: CompleteRequest):
completion = await func(req.params.ref, req.params.argument)
return ServerResult(
CompleteResult(
completion=completion
if completion is not None
else Completion(values=[], total=None, hasMore=None),
)
)
self.request_handlers[CompleteRequest] = handler
return func
return decorator
async def run(
self,
read_stream: MemoryObjectReceiveStream[JSONRPCMessage | Exception],
write_stream: MemoryObjectSendStream[JSONRPCMessage],
initialization_options: types.InitializationOptions,
# When True, exceptions are returned as messages to the client.
# When False, exceptions are raised, which will cause the server to shut down
# but also make tracing exceptions much easier during testing and when using
# in-process servers.
raise_exceptions: bool = False,
):
with warnings.catch_warnings(record=True) as w:
async with ServerSession(
read_stream, write_stream, initialization_options
) as session:
async for message in session.incoming_messages:
logger.debug(f"Received message: {message}")
match message:
case RequestResponder(request=ClientRequest(root=req)):
logger.info(
f"Processing request of type {type(req).__name__}"
)
if type(req) in self.request_handlers:
handler = self.request_handlers[type(req)]
logger.debug(
f"Dispatching request of type {type(req).__name__}"
)
token = None
try:
# Set our global state that can be retrieved via
# app.get_request_context()
token = request_ctx.set(
RequestContext(
message.request_id,
message.request_meta,
session,
)
)
response = await handler(req)
except Exception as err:
if raise_exceptions:
raise err
response = ErrorData(
code=0, message=str(err), data=None
)
finally:
# Reset the global state after we are done
if token is not None:
request_ctx.reset(token)
await message.respond(response)
else:
await message.respond(
ErrorData(
code=METHOD_NOT_FOUND,
message="Method not found",
)
)
logger.debug("Response sent")
case ClientNotification(root=notify):
if type(notify) in self.notification_handlers:
assert type(notify) in self.notification_handlers
handler = self.notification_handlers[type(notify)]
logger.debug(
f"Dispatching notification of type "
f"{type(notify).__name__}"
)
try:
await handler(notify)
except Exception as err:
logger.error(
f"Uncaught exception in notification handler: "
f"{err}"
)
for warning in w:
logger.info(
f"Warning: {warning.category.__name__}: {warning.message}"
)
async def _ping_handler(request: PingRequest) -> ServerResult:
return ServerResult(EmptyResult())