LangGraph MCP Server
Provides tools and resources for interacting with LangGraph documentation, enabling agents to query and retrieve information about LangGraph.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@LangGraph MCP Servershow me LangGraph documentation"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
LangGraph MCP Server
A clean, modular implementation of a Model Context Protocol (MCP) server for LangGraph documentation.
Architecture
This project follows a clean architecture pattern to make the MCP server more maintainable and easier to debug as more functionality is added.
Directory Structure
app/
├── config.py # Configuration settings
├── server.py # Main server entry point
├── resources/ # Resources that can be accessed by clients
│ ├── __init__.py # Resource registration
│ └── langgraph_resources.py # LangGraph-specific resources
├── tools/ # Tools that can be called by clients
│ ├── __init__.py # Tool registration
│ └── langgraph_tools.py # LangGraph-specific tools
└── utils/ # Utility functions
├── __init__.py
└── logging_utils.py # Logging utilitiesRelated MCP server: MCP Python SDK
Core Components
Server: The main entry point that initializes the MCP server and registers all tools and resources.
Config: Central location for all configuration settings.
Tools: Functions that can be called by clients to perform specific tasks.
Resources: Data sources that can be accessed by clients.
Utils: Utility functions used throughout the application.
Adding New Functionality
Adding a New Tool
Create a new file in the
app/tools/directory (e.g.,weather_tools.py).Define your tool functions in this file.
Create a registration function (e.g.,
register_weather_tools).Import and call this registration function in
app/tools/__init__.py.
Example:
# app/tools/weather_tools.py
def register_weather_tools(mcp):
mcp.tool()(get_weather)
def get_weather(city: str):
"""Get weather for a city"""
# Implementation
return f"Weather for {city}: Sunny, 75°F"
# app/tools/__init__.py
from app.tools.langgraph_tools import register_langgraph_tools
from app.tools.weather_tools import register_weather_tools
def register_tools(mcp):
register_langgraph_tools(mcp)
register_weather_tools(mcp)Adding a New Resource
Create a new file in the
app/resources/directory (e.g.,weather_resources.py).Define your resource functions in this file.
Create a registration function (e.g.,
register_weather_resources).Import and call this registration function in
app/resources/__init__.py.
Example:
# app/resources/weather_resources.py
def register_weather_resources(mcp):
mcp.resource("weather://forecast")(get_weather_forecast)
def get_weather_forecast():
"""Get weather forecast"""
# Implementation
return "5-day weather forecast data"
# app/resources/__init__.py
from app.resources.langgraph_resources import register_langgraph_resources
from app.resources.weather_resources import register_weather_resources
def register_resources(mcp):
register_langgraph_resources(mcp)
register_weather_resources(mcp)Running the Server
To run the server:
python -m app.serverBenefits of This Architecture
Modularity: Each component has a single responsibility.
Extensibility: Easy to add new tools and resources without modifying existing code.
Maintainability: Organized structure makes debugging easier.
Scalability: Can handle growth as more functionality is added.
Testability: Components can be tested in isolation.
This server cannot be installed
Maintenance
Resources
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