%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
Neo4j Graph Database
A model context protocol (MCP) SDK implemented in Python for building standard servers and clients interacting with LLMs
rating : 2 points
downloads : 5.6K
What is an MCP Server?
An MCP server is a tool that allows applications to provide context for large language models (LLMs). It separates the responsibilities of providing context and interacting with LLMs through a standardized protocol, enabling developers to easily build and integrate custom features.How to Use an MCP Server?
You can start using an MCP server in just a few simple steps. You need to install a Python environment, run the server script, and integrate it into your LLM application.Applicable Scenarios
MCP servers are well - suited for scenarios such as data analysis, automated tasks, personalized recommendations, and complex system interactions.Main Features
Resource Management
An MCP server can expose static or dynamic data, which can be part of the LLM context.
Tool Support
The server can provide computing functions and side - effect handling, such as executing SQL queries or calling external APIs.
Template Prompt
Guide the LLM to complete specific tasks through predefined prompt templates.
Image Processing
The server can generate and process images, facilitating the display of visual content in LLM interactions.
Advantages
Unified interface for easy integration of different applications with LLMs.
Strong scalability, supporting multiple resources, tools, and prompt templates.
Standard protocol to ensure cross - platform compatibility.
Limitations
Requires a certain programming foundation to set up and maintain the server.
Some advanced features may be complex for beginners.
How to Use
Install Dependencies
Create a virtual environment and install the required dependency packages.
%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%230080ff;%20}%20%3c/style%3e%3c/defs%3e%3cpath%20class='st0'%20d='M16.2,11.1c.4.5.4,1.2,0,1.8l-4.7,7.1h-3.8l5.3-8L7.6,4h3.8l4.7,7.1Z'/%3e%3c/svg%3e)
Start the Server
Start the MCP server using uvicorn or other tools.
Integrate into LLM Application
Add the MCP server to your LLM application and test its functionality.
Usage Examples
Resource Example
Query the database table structure through the resource manager.
Tool Example
Use tools to execute SQL queries.
Frequently Asked Questions
Which programming languages does the MCP server support?
How to add custom tools?
How is the security of the MCP protocol ensured?
Related Resources
Official Documentation
Complete documentation and specifications of the MCP protocol.
GitHub Repository
Open - source code repository for the MCP Python SDK.
Video Tutorial
Video tutorial for quickly getting started with the MCP server.
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
16.6K
4.3 points
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
14.8K
4.5 points
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
24.5K
5 points
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
44.7K
4.3 points
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
20.2K
5 points
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
44.3K
4.5 points
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
30.2K
4.8 points
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
62.4K
4.7 points