HoPe Chatbot MCP Server

Uses FastMCP v3.

For code organization reasons MCP functionality is split into logical modules, MCP sub-servers.

Main MCP server can import/mount sub-domain MCP servers. (mcp_server/app.py)

Development

Define your capabilities separated to composable MCP servers.

Define new MCP tools, resources, prompts... for <some> domain for <some> business capability in <some> MCP sub-server in mcp_server/servers/<some>/mcp.py.

Expose MCP server capabilities

Decide how you want your MCP tools, resources, prompts... to be available:

• in 1 combined MCP server (all-in-one) 🌐

• as separate MCP server only 🔒🪪

• both ✨

All-in-one MCP server

Include sub-domain MCP server in combined MCP server.

Follow these steps in mcp_server/app.py:

• Import your FastMCP app

  from mcp_server.servers.some import some_mcp

• Find main MCP server defined. Add capabilities of your MCP server into main MCP server in startup/setup lifespan phase of main MCP server

  async def setup(app: FastMCP):
      # Import or mount subservers
  
      app.mount(some_mcp)  # dynamic mount
      # await app.import_server(some_mcp)  # static copy
  
  
  @contextlib.asynccontextmanager
  async def lifespan(app: FastMCP):
      # Setup
      await setup(app)
      yield
      # Cleanup
  
  main_mcp = FastMCP(
      name="home-of-performance-mcp-server",
      lifespan=lifespan
  )

• Main combined MCP server contains capabilities of your MCP server at: BASE_URL/mcp.

  It should be true for main combined MCP server ran in all cases:

  • mcp_server/app.py ran as a module

    • FastMCP.run method

  • mcp_server/app.py ran with uvicorn

    • FastMCP.http_app

      • ASGI app of your MCP server mount to FastAPI app, uvicorn accessing FastAPI ASGI app

      • (uvicorn accessing your ASGI directly will work too)

Separate MCP server

Expose separate sub-domain MCP server.

Follow these steps in mcp_server/app.py:

• Import your FastMCP app

  from mcp_server.servers.some import some_mcp

• Create ASGI app from your FastMCP app

  (no need to redefine path="/mcp" kwarg)

  some_mcp_app = some_mcp.http_app()

• Add lifespan of your FastMCP app to combined lifespan used by FastAPI app

  @contextlib.asynccontextmanager
  async def combined_lifespan(app: FastAPI):
      """Combine lifespans for FastAPI app"""
      # Run all lifespans
      async with main_mcp_app.lifespan(app):
          async with some_mcp_app.lifespan(app):
              # Setup
              yield
              # Cleanup
  
  fastapi_app = FastAPI(
      title="Home of Performance MCP",
      lifespan=combined_lifespan
  )

• Mount ASGI app of your MCP server to FastAPI app under /some path

  fastapi_app.mount("/some", some_mcp_app)
  

• find your separate MCP server at: BASE_URL/some/mcp

Related MCP server: Golf

Running locally

• Define environment variables in .env according to .env.template (do not commit secrets)

• Install required python packages from requirements.txt

• Start FastMCP app through run method

  python -m mcp_server.app

  or run FastAPI app with MCP server(s) mount into it through gunicorn, uvicorn...

  source .venv/bin/activate && uvicorn src.app:app --host 0.0.0.0 --port 8000 --reload