mcp server manager

This commit is contained in:
Ishaan Jaff
2025-03-29 12:51:16 -07:00
parent ec283f7289
commit 6aa660b3f5
3 changed files with 182 additions and 5 deletions
@@ -0,0 +1,125 @@
"""
MCP Client Manager
This class is responsible for managing MCP SSE clients.
This is a Proxy
"""
import json
from typing import Any, Dict, List, Optional
from mcp import ClientSession
from mcp.client.sse import sse_client
from mcp.types import Tool as MCPTool
from litellm._logging import verbose_logger
from litellm.types.mcp_server.mcp_server_manager import MCPSSEServer
class MCPServerManager:
def __init__(self):
self.mcp_servers: List[MCPSSEServer] = []
"""
eg.
[
{
"name": "zapier_mcp_server",
"url": "https://actions.zapier.com/mcp/sk-ak-2ew3bofIeQIkNoeKIdXrF1Hhhp/sse"
},
{
"name": "google_drive_mcp_server",
"url": "https://actions.zapier.com/mcp/sk-ak-2ew3bofIeQIkNoeKIdXrF1Hhhp/sse"
}
]
"""
self.tool_name_to_mcp_server_name_mapping: Dict[str, str] = {}
"""
{
"gmail_send_email": "zapier_mcp_server",
}
"""
def load_servers_from_config(self, mcp_servers_config: Dict[str, Any]):
"""
Load the MCP Servers from the config
"""
for server_name, server_config in mcp_servers_config.items():
self.mcp_servers.append(
MCPSSEServer(
name=server_name,
url=server_config["url"],
)
)
verbose_logger.debug(
f"Loaded MCP Servers: {json.dumps(self.mcp_servers, indent=4, default=str)}"
)
async def list_tools(self) -> List[MCPTool]:
"""
List all tools available across all MCP Servers.
Returns:
List[MCPTool]: Combined list of tools from all servers
"""
list_tools_result: List[MCPTool] = []
verbose_logger.debug("SSE SERVER MANAGER LISTING TOOLS")
for server in self.mcp_servers:
tools = await self._get_tools_from_server(server)
list_tools_result.extend(tools)
return list_tools_result
async def _get_tools_from_server(self, server: MCPSSEServer) -> List[MCPTool]:
"""
Helper method to get tools from a single MCP server.
Args:
server (MCPSSEServer): The server to query tools from
Returns:
List[MCPTool]: List of tools available on the server
"""
verbose_logger.debug(f"Connecting to url: {server.url}")
async with sse_client(url=server.url) as (read, write):
async with ClientSession(read, write) as session:
server.client_session = session
await server.client_session.initialize()
tools_result = await server.client_session.list_tools()
verbose_logger.debug(f"Tools from {server.name}: {tools_result}")
# Update tool to server mapping
for tool in tools_result.tools:
self.tool_name_to_mcp_server_name_mapping[tool.name] = server.name
return tools_result.tools
async def call_tool(self, name: str, arguments: Dict[str, Any]):
"""
Call a tool with the given name and arguments
"""
mcp_server = self._get_mcp_server_from_tool_name(name)
if mcp_server is None:
raise ValueError(f"Tool {name} not found")
async with sse_client(url=mcp_server.url) as (read, write):
async with ClientSession(read, write) as session:
mcp_server.client_session = session
await mcp_server.client_session.initialize()
return await mcp_server.client_session.call_tool(name, arguments)
def _get_mcp_server_from_tool_name(self, tool_name: str) -> Optional[MCPSSEServer]:
"""
Get the MCP Server from the tool name
"""
if tool_name in self.tool_name_to_mcp_server_name_mapping:
for server in self.mcp_servers:
if server.name == self.tool_name_to_mcp_server_name_mapping[tool_name]:
return server
return None
global_mcp_server_manager: MCPServerManager = MCPServerManager()
@@ -36,6 +36,7 @@ if MCP_AVAILABLE:
from mcp.types import TextContent as MCPTextContent
from mcp.types import Tool as MCPTool
from .mcp_server_manager import global_mcp_server_manager
from .sse_transport import SseServerTransport
from .tool_registry import global_mcp_tool_registry
@@ -67,24 +68,64 @@ if MCP_AVAILABLE:
inputSchema=tool.input_schema,
)
)
verbose_logger.debug(
"GLOBAL MCP TOOLS: %s", global_mcp_tool_registry.list_tools()
)
sse_tools: List[MCPTool] = await global_mcp_server_manager.list_tools()
verbose_logger.debug("SSE TOOLS: %s", sse_tools)
if sse_tools is not None:
tools.extend(sse_tools)
return tools
@server.call_tool()
async def handle_call_tool(
async def mcp_server_tool_call(
name: str, arguments: Dict[str, Any] | None
) -> List[Union[MCPTextContent, MCPImageContent, MCPEmbeddedResource]]:
"""
Call a specific tool with the provided arguments
Args:
name (str): Name of the tool to call
arguments (Dict[str, Any] | None): Arguments to pass to the tool
Returns:
List[Union[MCPTextContent, MCPImageContent, MCPEmbeddedResource]]: Tool execution results
Raises:
HTTPException: If tool not found or arguments missing
"""
tool = global_mcp_tool_registry.get_tool(name)
if not tool:
raise HTTPException(status_code=404, detail=f"Tool '{name}' not found")
# Validate arguments
if arguments is None:
raise HTTPException(
status_code=400, detail="Request arguments are required"
)
# Try managed server tool first
if name in global_mcp_server_manager.tool_name_to_mcp_server_name_mapping:
return await _handle_managed_mcp_tool(name, arguments)
# Fall back to local tool registry
return await _handle_local_mcp_tool(name, arguments)
async def _handle_managed_mcp_tool(
name: str, arguments: Dict[str, Any]
) -> List[Union[MCPTextContent, MCPImageContent, MCPEmbeddedResource]]:
"""Handle tool execution for managed server tools"""
call_tool_result = await global_mcp_server_manager.call_tool(
name=name,
arguments=arguments,
)
verbose_logger.debug("CALL TOOL RESULT: %s", call_tool_result)
return call_tool_result.content
async def _handle_local_mcp_tool(
name: str, arguments: Dict[str, Any]
) -> List[Union[MCPTextContent, MCPImageContent, MCPEmbeddedResource]]:
"""Handle tool execution for local registry tools"""
tool = global_mcp_tool_registry.get_tool(name)
if not tool:
raise HTTPException(status_code=404, detail=f"Tool '{name}' not found")
try:
result = tool.handler(**arguments)
return [MCPTextContent(text=str(result), type="text")]
@@ -0,0 +1,11 @@
from typing import Optional
from mcp import ClientSession
from pydantic import BaseModel, ConfigDict
class MCPSSEServer(BaseModel):
name: str
url: str
client_session: Optional[ClientSession] = None
model_config = ConfigDict(arbitrary_types_allowed=True)