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.
2 points
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

Installation

Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

C
Claude Context
Claude Context is an MCP plugin that provides in - depth context of the entire codebase for AI programming assistants through semantic code search. It supports multiple embedding models and vector databases to achieve efficient code retrieval.
TypeScript
5.7K
5 points
A
Acemcp
Acemcp is an MCP server for codebase indexing and semantic search, supporting automatic incremental indexing, multi-encoding file processing, .gitignore integration, and a Web management interface, helping developers quickly search for and understand code context.
Python
9.8K
5 points
B
Blueprint MCP
Blueprint MCP is a chart generation tool based on the Arcade ecosystem. It uses technologies such as Nano Banana Pro to automatically generate visual charts such as architecture diagrams and flowcharts by analyzing codebases and system architectures, helping developers understand complex systems.
Python
8.2K
4 points
M
MCP Agent Mail
MCP Agent Mail is a mail - based coordination layer designed for AI programming agents, providing identity management, message sending and receiving, file reservation, and search functions, supporting asynchronous collaboration and conflict avoidance among multiple agents.
Python
8.4K
5 points
K
Klavis
Klavis AI is an open-source project that provides a simple and easy-to-use MCP (Model Context Protocol) service on Slack, Discord, and Web platforms. It includes various functions such as report generation, YouTube tools, and document conversion, supporting non-technical users and developers to use AI workflows.
TypeScript
13.1K
5 points
M
MCP
The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants
13.0K
5 points
A
Aderyn
Aderyn is an open - source Solidity smart contract static analysis tool written in Rust, which helps developers and security researchers discover vulnerabilities in Solidity code. It supports Foundry and Hardhat projects, can generate reports in multiple formats, and provides a VSCode extension.
Rust
9.7K
5 points
D
Devtools Debugger MCP
The Node.js Debugger MCP server provides complete debugging capabilities based on the Chrome DevTools protocol, including breakpoint setting, stepping execution, variable inspection, and expression evaluation.
TypeScript
10.0K
4 points
N
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
M
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
G
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
D
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
F
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
U
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
G
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
C
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
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIBase