diff --git a/examples/servers/mcp-server-template/Dockerfile b/examples/servers/mcp-server-template/Dockerfile new file mode 100644 index 0000000..df32e2f --- /dev/null +++ b/examples/servers/mcp-server-template/Dockerfile @@ -0,0 +1,57 @@ +## This dockerfile is a template for all MCP servers +## It can be used as is or edited to fit your needs + + +FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS builder + +WORKDIR /app + +ENV UV_LINK_MODE=copy + +# Enable bytecode compilation: longer builds but faster startup +ENV UV_COMPILE_BYTECODE=1 + +# Install project dependencies using mounted uv.lock (ensure it exists locally) +RUN --mount=type=cache,target=/root/.cache/uv \ + --mount=type=bind,source=uv.lock,target=uv.lock \ + --mount=type=bind,source=pyproject.toml,target=pyproject.toml \ + uv sync --frozen --no-install-project --no-dev --no-editable + +# Install the project itself (done for layer caching optimization) +ADD . /app +RUN --mount=type=cache,target=/root/.cache/uv \ + uv sync --frozen --no-dev --no-editable + +# --- Dev stage --- # +FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS dev + +WORKDIR /app + +ENV UV_LINK_MODE=copy +ENV UV_COMPILE_BYTECODE=1 + +COPY --from=builder /app/.venv /app/.venv + +# Additionally install dev and debug dependencies +RUN --mount=type=cache,target=/root/.cache/uv \ + --mount=type=bind,source=uv.lock,target=uv.lock \ + --mount=type=bind,source=pyproject.toml,target=pyproject.toml \ + uv sync --frozen --no-install-project --group dev --group debug + +# Make container use python installed inside the venv +ENV PATH="/app/.venv/bin:$PATH" + +CMD ["tail", "-f", "/dev/null"] + +# --- Production stage --- # +FROM python:3.12-slim-bookworm AS prod + +WORKDIR /app + +COPY --from=builder /app/.venv /app/.venv + +ENV PATH="/app/.venv/bin:$PATH" + +EXPOSE 8000 + +CMD ["python", "-m", "mcp_server_template", "--host", "0.0.0.0", "--port", "8000"] \ No newline at end of file diff --git a/examples/servers/mcp-server-template/LICENSE b/examples/servers/mcp-server-template/LICENSE new file mode 100644 index 0000000..793e7a3 --- /dev/null +++ b/examples/servers/mcp-server-template/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Xyber inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/examples/servers/mcp-server-template/README.md b/examples/servers/mcp-server-template/README.md new file mode 100644 index 0000000..43a3b0d --- /dev/null +++ b/examples/servers/mcp-server-template/README.md @@ -0,0 +1,172 @@ +# MCP Template Server + +> **General:** This repository serves as a template for creating new MCP (Model Context Protocol) servers. +> It provides a basic structure and examples for implementing MCP-compatible microservices. + +## Overview + +This template demonstrates how to create a microservice that exposes functionality through the Model Context Protocol (MCP). It includes a basic calculator service as an example implementation. + +## MCP Tools: + + +1. `calculate` + - **Description:** Performs basic arithmetic calculations + - **Input:** + - Operand (Literal["add", "subtract", "multiply", "divide"]) + - Variable 1 (float) + - Variable 2 (float) + - **Output:** A string containing the calculated result + + +## Requirements + +- Python 3.12+ +- UV (for dependency management) +- Docker (optional, for containerization) + +## Setup + +1. **Clone the Repository**: + ```bash + git clone + cd mcp-server-template + ``` + +2. **Create `.env` File based on `.env.example`**: + ```dotenv + # Example environment variables + MCP_CALCULATOR_HOST="0.0.0.0" + MCP_CALCULATOR_PORT=8000 + LOGGING_LEVEL="info" + ``` + +3. **Install Dependencies**: + ```bash + uv sync . + ``` + +## Running the Server + +### Locally + +```bash +# Basic run +python -m mcp_server_calculator + +# Custom port and host +python -m mcp_server_calculator --host 0.0.0.0 --port 8000 +``` + +### Using Docker + +```bash +# Build the image +docker build -t mcp-server-calculator . + +# Run the container +docker run --rm -it -p 8000:8000 --env-file .env mcp-server-calculator +``` + +## Example Client +When server startup is completed, any MCP client +can utilize connection to it + + +This example shows how to use the calculator service with a LangGraph ReAct agent: + +```python +import os +import asyncio +from dotenv import load_dotenv +from langchain_mcp_adapters.client import MultiServerMCPClient +from langgraph.prebuilt import create_react_agent +from langchain_openai import ChatOpenAI + +async def main(): + # Load environment variables from .env, should contain OPENAI_API_KEY + load_dotenv() + + # Initialize LLM + model = ChatOpenAI(model="gpt-4") + + # Connect to MCP server + async with MultiServerMCPClient({ + "calculate": { + "url": "http://localhost:8000/sse", + "transport": "sse", + } + }) as client: + # Get available tools + tools = client.get_tools() + + # !! IMPORTANT : Get tools and modify them to have return_direct=True!!! + # Otherwise langgraph agent could fall in an eternal loop, + # ignoring tool results + tools: list[StructuredTool] = client.get_tools() + for tool in tools: + tool.return_direct = True + + # Use case 1: Create agent with tools + agent = create_react_agent(model, tools) + + # Example query using the calculator + response = await agent.ainvoke({ + "messages": [{ + "role": "user", + "content": "What is 15% of 850, rounded to 2 decimal places?" + }] + }) + + print(response["messages"][-1].content) + + # Use case 2: Run tool directly: + + + # !IMPORTANT + # Always set tool_call_id to some value: otherwise + # tool cool would not return any artifacts beyond text + # https://github.com/langchain-ai/langchain/issues/29874 + result: ToolMessage = await tool.arun(parameters, + response_format='content_and_artifact', + tool_call_id=uuid.uuid4()) + print("Tool result:", result) + +if __name__ == "__main__": + asyncio.run(main()) +``` + +## Project Structure + +``` +mcp-server-template/ +├── src/ +│ └── mcp_server_calculator/ + └── calculator/ # Contains all the business logic + ├── __init__.py # Exposes all needed functionality to server.py + ├── config.py # Contains module env settings, custom Error classes + ├── module.py # Business module core logic +│ ├── __init__.py +│ ├── __main__.py # Contains uvicorn server setup logic +│ ├── logging_config.py # Contains shared logging configuration +│ ├── server.py # Contains tool schemas/definitions, sets MCP server up +├── .env.example +├── .gitignore +├── Dockerfile +├── LICENSE +├── pyproject.toml +├── README.md +└── uv.lock +``` + +## Contributing + +1. Fork the repository +2. Create your feature branch +3. Commit your changes +4. Push to the branch +5. Create a Pull Request + +## License + +MIT diff --git a/examples/servers/mcp-server-template/pyproject.toml b/examples/servers/mcp-server-template/pyproject.toml new file mode 100644 index 0000000..1cb1917 --- /dev/null +++ b/examples/servers/mcp-server-template/pyproject.toml @@ -0,0 +1,42 @@ +## This file should be edited + +[project] +name = "mcp-server-calculator" +version = "0.1.0" +description = "MCP Server providing tools to ..." +authors = [ + { name = "XyAgent", email = "agent@xyber.inc" }, +] +readme = "README.md" +requires-python = ">=3.12" + +## Feel free to add more dependencies here! +## Can be done manually or via "uv add ..." + +dependencies = [ + "mcp>=1.6.0,<2.0.0", + "starlette>=0.37.0", + "pydantic-settings>=2.0", + "uvicorn[standard]", +] + +[dependency-groups] +dev = [ + "pytest", + "httpx", + "ruff", + "black", + "isort", + # feel free to add/edit dependencies +] +debug = [ + "debugpy>=1.8.0", +] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + + +[tool.hatch.build.targets.wheel] +packages = ["src/mcp_server_calculator"] ## Don't forget to put the actual path to your project here! \ No newline at end of file diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/__init__.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/__main__.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/__main__.py new file mode 100644 index 0000000..f699ca0 --- /dev/null +++ b/examples/servers/mcp-server-template/src/mcp_server_calculator/__main__.py @@ -0,0 +1,83 @@ +# This template file mostly will stay the same for all MCP servers +# It is responsible for launching a uvicorn server with the given MCP server + +import argparse +import logging +import os + +import uvicorn +from mcp.server import Server +from mcp.server.sse import SseServerTransport +from mcp_server_calculator.logging_config import (configure_logging, + logging_level) +from mcp_server_calculator.server import server +from starlette.applications import Starlette +from starlette.requests import Request +from starlette.routing import Mount, Route + +configure_logging() +logger = logging.getLogger(__name__) + +# --- Application Factory --- # + + +def create_starlette_app() -> Starlette: + """Create a Starlette application that can server the provied mcp server with SSE.""" + + sse = SseServerTransport("/messages/") + mcp_server: Server = server + + async def handle_sse(request: Request) -> None: + async with sse.connect_sse( + request.scope, + request.receive, + request._send, # noqa: SLF001 + ) as (read_stream, write_stream): + await mcp_server.run( + read_stream, + write_stream, + mcp_server.create_initialization_options(), + ) + + return Starlette( + debug=logging_level == "DEBUG", + routes=[ + Route("/sse", endpoint=handle_sse), + Mount("/messages/", app=sse.handle_post_message), + ], + ) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Run Calculator MCP server") + parser.add_argument( + "--host", + default=os.getenv("MCP_CALCULATOR_HOST", "0.0.0.0"), # Override with your env variables + help="Host to bind to (Default: MCP_CALCULATOR_HOST or 0.0.0.0)", # Override with your env variables + ) + parser.add_argument( + "--port", + type=int, + default=int(os.getenv("MCP_CALCULATOR_PORT", "8000")), # Override with your env variables + help="Port to listen on (Default: MCP_CALCULATOR_PORT or 8000)", # Override with your env variables + ) + parser.add_argument( + "--reload", + action="store_true", + default=os.getenv("MCP_CALCULATOR_HOT_RELOAD", "false").lower() + in ("true", "1", "t", "yes"), # Override with your env variables + help="Enable hot reload (env: MCP_CALCULATOR_HOT_RELOAD)", # Override with your env variables + ) + + args = parser.parse_args() + logger.info(f"Starting Calculator MCP server on {args.host}:{args.port}") + + # Don't forget to change the module name to your own! + uvicorn.run( + "mcp_server_calculator.__main__:create_starlette_app", + host=args.host, + port=args.port, + reload=args.reload, + log_level=logging_level.lower(), + factory=True, + ) diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/__init__.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/__init__.py new file mode 100644 index 0000000..3841f91 --- /dev/null +++ b/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/__init__.py @@ -0,0 +1,17 @@ +# This file should change to fit your business logic needs +# It exposes abstractions that your module serves +# In sake of typing and exception handling +# it is also likely to expose base error classes and configuration models + + +from mcp_server_calculator.calculator.config import (CalculatorConfig, + CalculatorError) +from mcp_server_calculator.calculator.module import (CalculatorClient, + get_calculator_client) + +__all__ = [ + "CalculatorClient", + "get_calculator_client", + "CalculatorConfig", + "CalculatorError", +] diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/config.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/config.py new file mode 100644 index 0000000..b971586 --- /dev/null +++ b/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/config.py @@ -0,0 +1,62 @@ +# This file should change to fit your business logic needs +# It contains custom error classes and configuration models + +from enum import Enum +from typing import Literal + +from pydantic_settings import BaseSettings, SettingsConfigDict + +# --- Custom Error Classes --- # + + +class CalculatorError(Exception): + # Base class for calculator-related errors. + # Allows catching specific errors from this module. + pass + + +class InvalidOperationError(CalculatorError): + # Raised when an unsupported operation is requested. + pass + + +class DivisionByZeroError(CalculatorError): + # Raised specifically for division by zero attempts. + pass + + +# --- Configuration Model --- # + + +class SupportedOperations(Enum): + # Enum defining the standard supported operations. + # Using an Enum makes the code more readable and type-safe. + ADD = "add" + SUBTRACT = "subtract" + MULTIPLY = "multiply" + DIVIDE = "divide" + + +class CalculatorConfig(BaseSettings): + # Configuration for the Calculator service. + # Reads from environment variables prefixed with CALCULATOR_. + + # Pydantic Settings configuration. + model_config = SettingsConfigDict( + env_prefix="CALCULATOR_", # Look for env vars like CALCULATOR_ENABLED_OPERATIONS + env_file=".env", # Load from .env file if it exists + env_file_encoding="utf-8", + extra="ignore", # Ignore extra fields from the environment + case_sensitive=False, # Environment variables are case-insensitive + ) + + # Example configuration: List of enabled operations. + # Defaults to all supported operations if not set in the environment. + # Environment variable example: CALCULATOR_ENABLED_OPERATIONS='["add", "subtract"]' + enabled_operations: list[Literal["add", "subtract", "multiply", "divide"]] = [ + op.value for op in SupportedOperations + ] + + # Example: A feature flag loaded from environment + # Environment variable example: CALCULATOR_VERBOSE_ERRORS=true + verbose_errors: bool = False # Defaults to False if not set diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/module.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/module.py new file mode 100644 index 0000000..a956574 --- /dev/null +++ b/examples/servers/mcp-server-template/src/mcp_server_calculator/calculator/module.py @@ -0,0 +1,85 @@ +# This file should change to fit your business logic needs +# It contains the core logic of the module, implementing abstractions +# defined in the __init__.py file + +import logging +from functools import lru_cache +from typing import Literal + +from mcp_server_calculator.calculator.config import (CalculatorConfig, + DivisionByZeroError, + InvalidOperationError) + +# --- Logger Setup --- # + +# It's good practice to have a module-level logger. +# The actual configuration (level, handlers) is usually done in the main application entry point. +logger = logging.getLogger(__name__) + +# --- Calculator Client Class --- # + + +class CalculatorClient: + # Client class to perform calculator operations. + # It takes a configuration object during initialization. + + def __init__(self, config: CalculatorConfig): + # Store the configuration. + self.config = config + logger.info("CalculatorClient initialized.") + logger.debug(f"Enabled operations: {self.config.enabled_operations}") + + def _check_operation_enabled(self, operation: str) -> None: + # Internal helper method to check if an operation is allowed by the config. + if operation not in self.config.enabled_operations: + logger.warning(f"Attempted disabled operation: {operation}") + raise InvalidOperationError(f"Operation '{operation}' is not enabled.") + + def calculate( + self, + operation: Literal["add", "subtract", "multiply", "divide"], + operand1: float, + operand2: float, + ) -> float: + # Performs the calculation based on the operation string. + + # First, check if the requested operation is enabled in the configuration. + self._check_operation_enabled(operation) + + logger.info( + f"Performing operation: {operation} with operands {operand1}, {operand2}" + ) + + match operation: + case "add": + result = operand1 + operand2 + case "subtract": + result = operand1 - operand2 + case "multiply": + result = operand1 * operand2 + case "divide": + if operand2 == 0: + logger.error("Division by zero attempted.") + raise DivisionByZeroError("Cannot divide by zero.") + result = operand1 / operand2 + case _: + logger.error(f"Encountered unexpected operation: {operation}") + raise InvalidOperationError( + f"Unexpected internal error for operation: {operation}" + ) + + logger.info(f"Calculation result: {result}") + return result + + +# --- Dependency Provider --- # + + +# Use lru_cache(maxsize=1) as a simple singleton pattern. +# This ensures that we only create one instance of the config and the client. +# This is a good practice for performance and memory management. +@lru_cache(maxsize=1) +def get_calculator_client() -> CalculatorClient: + logger.debug("Creating CalculatorClient instance...") + config = CalculatorConfig() + return CalculatorClient(config=config) diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/logging_config.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/logging_config.py new file mode 100644 index 0000000..06e48f7 --- /dev/null +++ b/examples/servers/mcp-server-template/src/mcp_server_calculator/logging_config.py @@ -0,0 +1,40 @@ +# This template file mostly will stay the same for all MCP servers +# You can edit it to change logging configuration +# Or add/edit handlers as needed +import os +from logging.config import dictConfig + +"""Configures basic logging for the application.""" +logging_level = os.getenv("LOGGING_LEVEL", "INFO") + +LOGGING_CONFIG = { + "version": 1, + "disable_existing_loggers": False, # Preserve existing loggers + "formatters": { + "standard": { + "format": "%(asctime)s - %(name)s - %(levelname)s - %(message)s", + "datefmt": "%Y-%m-%d %H:%M:%S", + } + }, + "handlers": { + "console": { + "class": "logging.StreamHandler", + "formatter": "standard", + "level": "INFO", + "stream": "ext://sys.stdout", + }, + "file": { + "class": "logging.handlers.RotatingFileHandler", + "formatter": "standard", + "filename": "app.log", + "maxBytes": 10485760, # 10MB + "backupCount": 5, + }, + }, + "root": {"handlers": ["console"], "level": f"{logging_level}"}, +} + + +def configure_logging(): + """Apply logging configuration.""" + dictConfig(LOGGING_CONFIG) diff --git a/examples/servers/mcp-server-template/src/mcp_server_calculator/server.py b/examples/servers/mcp-server-template/src/mcp_server_calculator/server.py new file mode 100644 index 0000000..a8cc95e --- /dev/null +++ b/examples/servers/mcp-server-template/src/mcp_server_calculator/server.py @@ -0,0 +1,165 @@ +## This file structure should stay the same for all MCP servers +## It is responsible for defining the MCP server and its tools +## But the exact content (lifespan server, tool definitions, etc) +## Should be edited to fit your needs + +import logging +from collections.abc import AsyncIterator +from contextlib import asynccontextmanager +from enum import StrEnum +from typing import Literal + +from mcp.server import Server +from mcp.types import TextContent, Tool +# --- Calculator Module Imports --- +from mcp_server_calculator.calculator import (CalculatorClient, + CalculatorError, + get_calculator_client) +from pydantic import BaseModel, Field, ValidationError + +logger = logging.getLogger(__name__) + +# --- Tool Input/Output Schemas --- # + +## Feel free to add more schemas here! +## Each tool will likely have its own schema + + +class CalculatorRequest(BaseModel): + """Input schema for the calculate tool.""" + + operation: Literal["add", "subtract", "multiply", "divide"] = Field( + ..., description="The mathematical operation to perform." + ) + operand1: float = Field(..., description="The first number for the operation.") + operand2: float = Field(..., description="The second number for the operation.") + + +# --- Tool Name Enums --- # + +## Feel free to add more tool names here! +## Each tool should have its own name + + +class ToolNames(StrEnum): + CALCULATE = "calculate" + + +# --- Lifespan Management for MCP Server --- # +# Lifespan is usually used for initializing and cleaning up resources +# when using some external API's or Databases +# +# It also can be used for stroing shared dependencies, like in this case +# (A single CalculatorClient instance is being shared) + + +@asynccontextmanager +async def server_lifespan(server: Server) -> AsyncIterator[dict]: + """Manage server startup/shutdown. Initializes required services.""" + logger.info("Lifespan: Initializing services...") + context = {} + + try: + # Initialize Calculator Client + calculator_client: CalculatorClient = get_calculator_client() + + # Add the calculator client to the context so we could call it in the tools + context["calculator_client"] = calculator_client + + logger.info("Lifespan: Services initialized successfully.") + yield context + + except CalculatorError as init_err: + logger.error( + f"FATAL: Lifespan initialization failed: {init_err}", + exc_info=True + ) + raise init_err + + except Exception as startup_err: + logger.error( + f"FATAL: Unexpected error during lifespan initialization: {startup_err}", + exc_info=True, + ) + raise startup_err + + finally: + logger.info("Lifespan: Shutdown cleanup (if any).") + + +# --- MCP Server Initialization --- # + +server = Server("calculator-server", lifespan=server_lifespan) + + +# --- Tool Definitions --- # +# Feel free to add more tools here! + + +@server.list_tools() +async def list_tools() -> list[Tool]: + logger.debug("Listing available tools.") + + # Calculator Tool + return [ + Tool( + name=ToolNames.CALCULATE.value, + description="Performs basic arithmetic operations (add, subtract, multiply, divide).", + inputSchema=CalculatorRequest.model_json_schema(), + ) + ] + + +@server.call_tool() +async def call_tool(name: str, arguments: dict) -> list[TextContent]: + """Handles incoming tool calls.""" + logger.info(f"Received call_tool request for '{name}'") + + # Get shared dependency from context (was initialized in lifespan) + calculator_client: CalculatorClient = server.request_context.lifespan_context.get( + "calculator_client" + ) + + # --- Tool Business Logic --- # + match name: + ## Feel free to add more cases here! + ## Each listed tool should have its own case + + case ToolNames.CALCULATE.value: + try: + # 1. Validate Input + request = CalculatorRequest(**arguments) + + # 2. Execute Core Logic + result = calculator_client.calculate( + operation=request.operation, + operand1=request.operand1, + operand2=request.operand2, + ) + + # 3. Format Response + logger.info( + f"Successfully processed '{name}' request. Result: {result}" + ) + return [TextContent(type="text", text=f"Calculation result: {result}")] + + except ValidationError as ve: + error_msg = f"Invalid arguments for tool '{name}': {ve}" + logger.warning(error_msg) + return [TextContent(type="text", text=error_msg)] + + except CalculatorError as calc_base_err: + error_msg = f"A calculator error occurred: {calc_base_err}" + logger.error(error_msg, exc_info=True) + return [TextContent(type="text", text=error_msg)] + + except Exception as e: + error_msg = f"An unexpected error occurred processing tool '{name}'." + logger.error( + f"Unexpected error processing tool '{name}': {e}", exc_info=True + ) + return [TextContent(type="text", text=error_msg)] + + case _: + logger.warning(f"Received call for unknown tool: {name}") + return [TextContent(type="text", text=f"Unknown tool: {name}")] diff --git a/examples/servers/mcp-server-template/uv.lock b/examples/servers/mcp-server-template/uv.lock new file mode 100644 index 0000000..0594747 --- 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