Source code for camel.utils.mcp
# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========
import functools
import inspect
from typing import Any, Callable, Optional
[docs]
class MCPServer:
r"""Decorator class for registering functions of a class as tools in an MCP
(Model Context Protocol) server.
This class is typically used to wrap a toolkit or service class and
automatically register specified methods (or methods derived from
`BaseToolkit`) with a FastMCP server.
Args:
function_names (Optional[list[str]]): A list of method names to expose
via the MCP server. If not provided and the class is a subclass of
`BaseToolkit`, method names will be inferred from the tools
returned by `get_tools()`.
server_name (Optional[str]): A name for the MCP server. If not
provided, the class name of the decorated object is used.
Example:
```
@MCPServer(function_names=["run", "status"])
class MyTool:
def run(self): ...
def status(self): ...
```
Or, with a class inheriting from BaseToolkit (no need to specify
`function_names`):
```
@MCPServer()
class MyToolkit(BaseToolkit):
...
```
Raises:
ValueError: If no function names are provided and the class does not
inherit from BaseToolkit, or if any specified method is not found
or not callable.
"""
def __init__(
self,
function_names: Optional[list[str]] = None,
server_name: Optional[str] = None,
):
self.function_names = function_names
self.server_name = server_name
[docs]
def make_wrapper(self, func: Callable[..., Any]) -> Callable[..., Any]:
r"""Wraps a function (sync or async) to preserve its signature and
metadata.
This is used to ensure the MCP server can correctly call and introspect
the method.
Args:
func (Callable[..., Any]): The function to wrap.
Returns:
Callable[..., Any]: The wrapped function, with preserved signature
and async support.
"""
if inspect.iscoroutinefunction(func):
@functools.wraps(func)
async def wrapper(*args, **kwargs):
return await func(*args, **kwargs)
else:
@functools.wraps(func)
def wrapper(*args, **kwargs):
return func(*args, **kwargs)
wrapper.__signature__ = inspect.signature(func) # type: ignore[attr-defined]
return wrapper
def __call__(self, cls):
r"""Decorates a class by injecting an MCP server instance and
registering specified methods.
Args:
cls (type): The class being decorated.
Returns:
type: The modified class with MCP integration.
Raises:
ValueError: If function names are missing and the class is not a
`BaseToolkit` subclass,
or if a specified method cannot be found or is not callable.
"""
from mcp.server.fastmcp import FastMCP
from camel.toolkits.base import BaseToolkit
original_init = cls.__init__
def new_init(instance, *args, **kwargs):
original_init(instance, *args, **kwargs)
self.server_name = self.server_name or cls.__name__
instance.mcp = FastMCP(self.server_name)
if not self.function_names and not isinstance(
instance, BaseToolkit
):
raise ValueError(
"Please specify function names or use BaseToolkit."
)
function_names = self.function_names
if not function_names and isinstance(instance, BaseToolkit):
function_names = [
tool.get_function_name() for tool in instance.get_tools()
]
for name in function_names:
func = getattr(instance, name, None)
if func is None or not callable(func):
raise ValueError(
f"Method {name} not found in class {cls.__name__} or "
"cannot be called."
)
wrapper = self.make_wrapper(func)
instance.mcp.tool(name=name)(wrapper)
cls.__init__ = new_init
return cls