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Math-MCP
使用耐用对象进行跟踪状态的MCP客户端/服务器演示
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WebSockets MCP Math Demo
A reference implementation demonstrating the Model Context Protocol (MCP) over WebSockets using Cloudflare Workers and Durable Objects.
Overview
This repository provides a reference implementation of MCP over WebSockets. It showcases:
- Complete MCP client-server architecture
- Persistent stateful sessions via Durable Objects
- Bidirectional real-time communication over WebSockets
- Tool discovery and invocation
- Deployment using Cloudflare Workers
Technical Overview
Architecture
This project demonstrates a full MCP implementation over WebSockets with both client and server components:
┌─────────────────┐ ┌─────────────────┐
│ │ │ │
│ MCP Client │◄───WebSocket───►│ MCP Server │
│ (CF Worker) │ │ (CF Worker) │
│ │ HTTP │ │
└─────────────────┘───────────────►└─────────────────┘
│
│ State Persistence
▼
┌─────────────────┐
│ Durable Object │
│ (MathAgent) │
│ │
└─────────────────┘
- Client: A Cloudflare Worker that serves the HTML/JS client application
- Server: A Cloudflare Worker that implements the MCP protocol with tool endpoints
- Durable Objects: Maintains persistent state for each agent session
WebSocket Implementation
The implementation supports both HTTP and WebSocket transports:
-
Connection Establishment:
- Client creates an agent via HTTP POST
- Client establishes WebSocket connection to
/agent/{agentId}/websocket
- Server maintains the connection in a Durable Object
-
Message Format:
// Client to Server { "type": "mcp_request", "request": { "method": "add", "params": { "a": 5, "b": 3 } } } // Server to Client { "type": "mcp_response", "result": { "result": 8, "operation": "add", "a": 5, "b": 3 }, "timestamp": "2023-05-01T12:34:56.789Z" }
-
Connection Management:
- Ping/pong heartbeat mechanism
- Automatic reconnection
- Session tracking
Getting Started
Prerequisites
Installation
-
Clone this repository:
git clone https://github.com/your-username/mcp-websockets-demo.git cd mcp-websockets-demo/math-mcp
-
Install dependencies:
npm install
-
Deploy the server:
cd server wrangler deploy
-
Deploy the client:
cd ../client wrangler deploy
-
Note the deployed URLs for both workers, you'll need them to use the application.
Usage
Web Interface
- Open the client URL in your browser. The interface allows you to:
- Connect to the MCP server
- Run math operations
- View the WebSocket message log
Programmatic API
You can also use the MCP server programmatically:
HTTP Example:
// Create an agent
const agentResponse = await fetch('https://your-server.workers.dev/agent', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ name: 'MathAgent' })
});
const { agentId } = await agentResponse.json();
// Make an MCP request
const result = await fetch('https://your-server.workers.dev/mcp', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
agentId,
request: {
method: 'add',
params: { a: 5, b: 3 }
}
})
});
WebSocket Example:
// Create an agent first via HTTP (see above)
// Establish WebSocket connection
const ws = new WebSocket(`wss://your-server.workers.dev/agent/${agentId}/websocket`);
// Listen for messages
ws.addEventListener('message', (event) => {
const message = JSON.parse(event.data);
console.log('Received:', message);
});
// Send an MCP request
ws.addEventListener('open', () => {
ws.send(JSON.stringify({
type: 'mcp_request',
request: {
method: 'add',
params: { a: 5, b: 3 }
}
}));
});
## WebSocket MCP Protocol Specification
This implementation proposes the following extensions to the MCP protocol for WebSocket support:
### 1. Transport Layer
The WebSocket transport extends MCP with these characteristics:
- **Bidirectional Communication**: Both client and server can initiate messages
- **Persistent Connection**: Long-lived connection reduces overhead
- **Real-time Updates**: Enables server-initiated notifications and streaming results
- **Reduced Latency**: Eliminates HTTP request overhead for frequent interactions
### 2. Message Envelope
All WebSocket messages are wrapped in an envelope with a `type` field:
```json
{
"type": "message_type",
"payload": { ... },
"timestamp": "ISO-8601 timestamp"
}
Common message types include:
-
mcp_request
: Client to server MCP method call -
mcp_response
: Server to client response -
ping
/pong
: Connection health checks -
error
: Error notifications -
notification
: Server-initiated notifications
3. Connection Lifecycle
- Initialization: Client creates an agent via HTTP before establishing WebSocket
- Connection: Client connects to a WebSocket endpoint specific to the agent
- Heartbeat: Client sends periodic pings to maintain the connection
- Termination: Either side can close the connection
4. Implementation Considerations
When implementing WebSocket support for MCP:
- State Management: Handle reconnection and state recovery
- Message Ordering: Implement sequencing for reliable message ordering
- Error Handling: Gracefully handle connection errors and message failures
- Security: Apply same authentication mechanisms as HTTP transport
Key Code Components
Here are the key components for implementing WebSocket MCP:
Server-Side WebSocket Handling
// Handle WebSocket connections
async function handleWebSocketConnection(request, agentId, env) {
// Get Durable Object stub for the agent
const id = env.MATH_AGENT.idFromName(agentId);
const stub = env.MATH_AGENT.get(id);
// Forward the request to the Durable Object
return await stub.fetch(request);
}
// Durable Object implementation
export class MathAgent {
// Handle WebSocket connections
async handleWebSocketConnection(request) {
// Create a WebSocket pair
const pair = new WebSocketPair();
const [client, server] = Object.values(pair);
// Accept the WebSocket connection
server.accept();
// Set up event handlers for the WebSocket
server.addEventListener("message", async (event) => {
const message = JSON.parse(event.data);
// Handle different message types
if (message.type === "mcp_request") {
const result = await this.handleMcpRequest(message.request);
server.send(JSON.stringify({
type: "mcp_response",
result,
timestamp: new Date().toISOString()
}));
}
});
return new Response(null, {
status: 101,
webSocket: client
});
}
}
Client-Side WebSocket Usage
// Connect WebSocket
function connectWebSocket(agentId, serverUrl) {
const ws = new WebSocket(`${serverUrl}/agent/${agentId}/websocket`);
ws.onopen = () => {
console.log('WebSocket connection established');
};
ws.onmessage = (event) => {
const message = JSON.parse(event.data);
// Handle different message types
if (message.type === 'mcp_response') {
handleMcpResponse(message);
}
};
return ws;
}
// Send MCP request
function sendMcpRequest(ws, method, params) {
ws.send(JSON.stringify({
type: 'mcp_request',
request: {
method,
params
},
timestamp: new Date().toISOString()
}));
}
Integration with TypeScript SDK
This reference implementation can be used to extend the MCP TypeScript SDK with WebSocket support:
import { MCPClient } from '@modelcontextprotocol/typescript-sdk';
// Create WebSocket transport
class WebSocketTransport implements MCPTransport {
private ws: WebSocket;
private pendingRequests: Map<string, {resolve, reject}>;
constructor(serverUrl: string, agentId: string) {
this.ws = new WebSocket(`${serverUrl}/agent/${agentId}/websocket`);
this.pendingRequests = new Map();
this.ws.addEventListener('message', this.handleMessage.bind(this));
}
async send(method: string, params: any): Promise<any> {
return new Promise((resolve, reject) => {
const requestId = crypto.randomUUID();
this.pendingRequests.set(requestId, { resolve, reject });
this.ws.send(JSON.stringify({
type: 'mcp_request',
request: { method, params },
requestId
}));
});
}
private handleMessage(event: MessageEvent) {
const message = JSON.parse(event.data);
if (message.type === 'mcp_response' && message.requestId) {
const pending = this.pendingRequests.get(message.requestId);
if (pending) {
pending.resolve(message.result);
this.pendingRequests.delete(message.requestId);
}
}
}
}
// Use transport with MCP client
const transport = new WebSocketTransport('wss://example.com', 'agent-123');
const client = new MCPClient({ transport });
// Use MCP methods as usual
const result = await client.invoke('add', { a: 5, b: 3 });
Advantages of WebSocket MCP
Adding WebSocket support to MCP provides several advantages:
-
Lower Latency: Perfect for contexts requiring rapid interactions
- High-frequency trading
- Real-time collaborative environments
- Interactive agents requiring quick responses
-
Bidirectional Communication: Enables new interaction patterns
- Server can push updates without client polling
- Streaming large responses in chunks
- Push notifications for external events
-
Reduced Network Overhead: More efficient for frequent communications
- No HTTP header overhead for each request
- Connection setup cost amortized over multiple requests
- Especially helpful on mobile networks
-
Stateful Sessions: Simplifies maintaining conversation context
- Server can associate state with the WebSocket connection
- Client doesn't need to send full context with each request
- Easier to implement streaming responses and partial updates
Challenges and Solutions
WebSockets also introduce challenges that this implementation addresses:
-
Connection Management:
- Challenge: WebSockets can disconnect unexpectedly
- Solution: Heartbeat mechanism and automatic reconnection
-
Stateless Workers:
- Challenge: Cloudflare Workers are stateless by default
- Solution: Durable Objects maintain connection state
-
Request/Response Pairing:
- Challenge: Matching responses to requests over a shared channel
- Solution: Message ID tracking and correlation
-
Error Handling:
- Challenge: Managing connection failures gracefully
- Solution: Structured error responses and reconnection logic
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
This project is licensed under the MIT License - see the LICENSE file for details.
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