MCP Server Research
M

MCP Server Research

This project is a research and implementation of the Message Coordination Protocol (MCP) server, including reference implementations, demonstration cases, and documentation, supporting communication and coordination in distributed systems.
2 points
8.6K

What is an MCP server?

The MCP (Message Coordination Protocol) server is a standardized protocol implementation for communication and coordination between distributed systems. It allows different system components to interact and coordinate operations through a standardized message format.

How to use an MCP server?

The MCP server can be quickly started with a simple Python script and provides a Web dashboard for monitoring system activities. Clients can interact with the server by sending messages in a specific format.

Use cases

Suitable for systems that require multiple distributed components to work together, such as microservice architectures, IoT device clusters, multi - node data processing systems, etc.

Main features

Client management
Automatically register and track connected clients, and maintain client status information
Message processing
Support the processing and routing of multiple message types (heartbeat, data, commands)
Monitoring dashboard
Provide a Web interface to monitor system activities and message flows in real - time
Message history
Maintain recent message history for debugging and analysis
Advantages
Lightweight implementation, easy to deploy and integrate
Provide a standardized communication protocol to reduce the complexity of system integration
Built - in monitoring function for easy system operation and maintenance
Support cross - platform and cross - language clients
Limitations
Currently using in - memory storage, data will be lost after restart
Performance may not be suitable for ultra - high - concurrency scenarios
Lack of enterprise - level security features

How to use

Environment preparation
Ensure that Python 3.8+ and necessary dependencies are installed
Start the server
Run the server script, and you can choose to specify the debug mode and port
Access the monitoring dashboard
Open the server address in the browser to view the system status
Run the client
Run the client script in another terminal to interact with the server

Usage examples

Device status monitoring
Multiple IoT devices report status through the MCP server
Distributed task coordination
Multiple worker nodes coordinate task allocation through the MCP server

Frequently Asked Questions

How to modify the server port?
Will the data be persistently stored?
How many clients can be connected simultaneously?

Related resources

Flask framework documentation
The Web framework used by the MCP server
GitHub repository
Project source code

Installation

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

Alternatives

R
Rsdoctor
Rsdoctor is a build analysis tool specifically designed for the Rspack ecosystem, fully compatible with webpack. It provides visual build analysis, multi - dimensional performance diagnosis, and intelligent optimization suggestions to help developers improve build efficiency and engineering quality.
TypeScript
8.6K
5 points
N
Next Devtools MCP
The Next.js development tools MCP server provides Next.js development tools and utilities for AI programming assistants such as Claude and Cursor, including runtime diagnostics, development automation, and document access functions.
TypeScript
10.7K
5 points
T
Testkube
Testkube is a test orchestration and execution framework for cloud-native applications, providing a unified platform to define, run, and analyze tests. It supports existing testing tools and Kubernetes infrastructure.
Go
5.9K
5 points
M
MCP Windbg
An MCP server that integrates AI models with WinDbg/CDB for analyzing Windows crash dump files and remote debugging, supporting natural language interaction to execute debugging commands.
Python
10.1K
5 points
R
Runno
Runno is a collection of JavaScript toolkits for securely running code in multiple programming languages in environments such as browsers and Node.js. It achieves sandboxed execution through WebAssembly and WASI, supports languages such as Python, Ruby, JavaScript, SQLite, C/C++, and provides integration methods such as web components and MCP servers.
TypeScript
8.7K
5 points
N
Netdata
Netdata is an open-source real-time infrastructure monitoring platform that provides second-level metric collection, visualization, machine learning-driven anomaly detection, and automated alerts. It can achieve full-stack monitoring without complex configuration.
Go
9.4K
5 points
M
MCP Server
The Mapbox MCP Server is a model context protocol server implemented in Node.js, providing AI applications with access to Mapbox geospatial APIs, including functions such as geocoding, point - of - interest search, route planning, isochrone analysis, and static map generation.
TypeScript
9.4K
4 points
U
Uniprof
Uniprof is a tool that simplifies CPU performance analysis. It supports multiple programming languages and runtimes, does not require code modification or additional dependencies, and can perform one-click performance profiling and hotspot analysis through Docker containers or the host mode.
TypeScript
8.5K
4.5 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
20.8K
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
32.1K
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
22.9K
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
67.6K
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
61.6K
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#
29.7K
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
20.5K
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
92.4K
4.7 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2026AIBase