MCPC - Model Context Protocol Callback

MCPC is an extension to MCP (Model-Context-Protocol) that solves a critical limitation in LLM tool interactions: enabling continued conversations while running tools background tasks. It facilitates asynchronous two-way communication between LLMs and tools through the already existing MCP transport - no additional transport layer needed, while maintaining full backward compatibility.

What is MCPC?

MCPC is an extension to the MCP protocol, not a replacement. It builds upon the existing MCP infrastructure to add real-time two-way communication capabilities while maintaining full compatibility with standard MCP implementations.

MCPC solves a critical limitation in LLM tool interactions: enabling continuous two-way communication while running background tasks:

• Bidirectional communication between LLMs and tools using the same MCP transport
• Continuous conversation with LLMs during tool execution
• Real-time updates from background processes
• Asynchronous notifications when operations complete
• Support for indefinitely running tasks with streaming updates

Compatibility Matrix

Features

Frameworks

Quick Installation

# With UV (recommended)
uv add mcpc

# With pip
pip install mcpc

Basic Client Usage

# Initialize the MCPC handler
mcpc_handler = MCPCHandler("my-provider")

# Define your event listener function
async def my_mcpc_listener(mcpc_message: MCPCMessage) -> None:
    print(f"Received MCPC message: {mcpc_message}")
    # Handle the message based on status
    if mcpc_message.type == "task" and mcpc_message.event == "complete":
        print(f"Task {mcpc_message.task_id} completed with result: {mcpc_message.result}")

# Add your event listener for MCPC Message
mcpc_handler.add_event_listener(my_mcpc_listener)

# Wrap the transport with MCPC event listeners
wrapped_transport = await mcpc_handler.wrap_streams(*transport)

# Create a ClientSession with the wrapped transport
session = await ClientSession(*wrapped_transport)

# Initialize MCPC features by checking for MCPC support
mcpc_supported = await mcpc_handler.init_mcpc(session)
if mcpc_supported:
    print(f"MCPC protocol v{mcpc_handler.protocol_version} supported")

Basic Server Usage - FastMCP

# Initialize MCPC helper
server = FastMCP("my-provider")
mcpc = MCPCHelper(server)

# Don't worry about the mcpc_params, as the MCPCHelper will hide it from the client
@server.tool()
async def process_data(url: str, mcpc_params: MCPCToolParameters = MCPCToolParameters()) -> List[TextContent]:
    data_id = str(uuid.uuid4())
    async def process_data_task():
        yield mcpc.create_task_event(
            event="update",
            tool_name="process_data",
            session_id=mcpc_params.session_id,
            task_id=mcpc_params.task_id,
            result=f"Processing {url}...",
        )
        await asyncio.sleep(3) # Simulate processing time
        yield mcpc.create_task_event(
            event="complete",
            tool_name="process_data",
            session_id=mcpc_params.session_id,
            task_id=mcpc_params.task_id,
            result={
                "data_id": data_id,
                "processed_data": "Processed data. No issues.",
            },
        )

    # Start a background task - or run synchronous if no MCPC support
    collected_messages = await mcpc.start_task(mcpc_params.task_id, process_data_task)

    # For standard MCP clients, return collected complete/failed messages
    if collected_messages:
        return mcpc.messages_to_text_content(collected_messages)

    # For MCPC clients, return immediate acknowledgment
    return mcpc.messages_to_text_content([mcpc.create_task_event(
        event="created",
        tool_name="process_data",
        session_id=mcpc_params.session_id,
        task_id=mcpc_params.task_id,
        result=f"Started processing data_id={data_id}. Updates will stream in real-time.",
    )])

if __name__ == "__main__":
    asyncio.run(server.run())

Documentation

For detailed documentation, please see:

• Non-FastMCP Server Guide - basic usage of standard MCP SDK Server
• API Reference - Detailed API documentation
• Protocol Details - Message structure and protocol information
• Use Cases - Example scenarios and use cases

License

MIT