Mcplab
MCPLab is a collection project of server-client examples, code snippets, design patterns, and tutorials focused on the Model Context Protocol (MCP), aiming to help developers quickly build MCP-driven applications.
rating : 2 points
downloads : 7.3K
What is MCPLab?
MCPLab is a collection of development resources focused on the Model Context Protocol (MCP), providing implementation examples, code snippets, system design patterns, and tutorials for servers and clients. It helps developers quickly understand and apply the MCP protocol to build distributed application systems.How to use MCPLab?
Get all the example code by cloning the repository, and then select examples for a specific language or scenario to learn and develop. Each example has a detailed README explaining its purpose and how to run it.Applicable scenarios
Suitable for scenarios that require building distributed systems, microservice architectures based on the MCP protocol, or scenarios that require communication between models. Particularly suitable for the development of AI model servitization and multi - model collaborative applications.Main features
Multi-language support
Provide MCP implementation examples in multiple programming languages such as Python, Java, and Go
Complete server-client examples
Include the implementation code for a complete MCP server and the corresponding client
Design patterns
Provide common design patterns and architectural blueprints for MCP systems
Tutorial guides
Tutorials on using the MCP protocol from basic to advanced levels
Advantages
Out-of-the-box MCP implementation examples to accelerate development
Multi-language support to meet the needs of different technology stacks
Clear documentation and tutorials to reduce the learning curve
Modular design for easy expansion and customization
Limitations
Currently mainly targeted at developers, lacking a user-friendly interface for non-technical users
Some advanced features need to be used in combination with specific frameworks
There are few examples of performance optimization
How to use
Clone the repository
Clone the MCPLab repository to the local development environment
Select an example
Select an example directory for a specific language or scenario according to your needs
Run the example
Install the dependencies and run the example according to the instructions in the README in the directory
Usage cases
Build an MCP server
Quickly set up a model server compatible with the MCP protocol using the Python example
Develop an MCP client
Develop an application that communicates with the MCP server based on the Java client example
Frequently Asked Questions
Which programming languages does MCPLab support?
How can I contribute my own MCP implementation?
Is there an MCP implementation available for the production environment?
Related resources
MCP Protocol Specification
Official specification document for the Model Context Protocol
GitHub Repository
Source code for the MCPLab project
MCP Getting Started Video Tutorial
Video tutorial on the basic use of the MCP protocol

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
17.5K
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
28.6K
5 points

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
17.5K
4.3 points

Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
53.9K
4.3 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
51.3K
4.5 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#
24.3K
5 points

Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
17.2K
4.5 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
75.7K
4.7 points

