MCP Utils
mcp-utils is a Python toolkit for building servers that comply with the MCP protocol. It provides functions such as synchronous implementation, SSE support, and Redis queues, simplifying the development process of MCP servers.
2 points
8.7K

What is a Model Context Protocol (MCP) Server?

An MCP server is a tool that follows the Model Context Protocol. It is used to handle model requests, generate responses, and manage context conversations. It helps developers easily integrate AI models into existing applications.

How to Use an MCP Server?

Through simple configuration and coding, you can quickly set up an MCP server and connect it to clients such as Claude Desktop. It supports synchronous implementation and various extended functions.

Applicable Scenarios

Suitable for application scenarios that require efficient conversation management and AI model integration, such as customer service systems and intelligent assistants.

Main Features

Synchronous Implementation
No need for complex asynchronous programming, simplifying the development process.
Server-Sent Events (SSE) Support
Real-time push of message streams to improve the user experience.
Pydantic Model Validation
Built-in data validation mechanism to ensure the accuracy of input and output.
SQLAlchemy Transaction Management
Supports database transaction processing to ensure data consistency.
Advantages
Easy to use, reducing the development threshold.
Supports various extended functions to meet diverse needs.
Powerful data validation and documentation generation functions.
Compatible with mainstream frameworks such as Flask and SQLAlchemy.
Limitations
Currently only supports synchronous implementation, which may have limitations in high-concurrency scenarios.
Depends on external components (such as Redis), increasing the deployment complexity.
The Claude Desktop client needs to be used with a proxy tool.

How to Use

Install mcp-utils
Install the mcp-utils toolkit via pip.
Create a Basic MCP Server
Define the prompt generation function and the tool call function.
Integrate Flask and Redis
Combine the MCP server with Flask and Redis to improve performance.

Usage Examples

Get Weather Information
Generate a weather prompt through the MCP server and call the tool to get the result.
Call External Tools to Generate Results
Define a tool function to simulate an external API call.

Frequently Asked Questions

Does the MCP server support asynchronous implementation?
How to install the MCP proxy tool?
Does the MCP server support multiple languages?

Related Resources

Official Documentation
The GitHub repository for the mcp-utils toolkit.
MCP Inspector
A tool for testing and debugging MCP servers.
MCP Proxy
A proxy tool for connecting Claude Desktop to the MCP server.

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "weather": {
      "command": "/Users/yourname/.local/bin/mcp-proxy",
      "args": ["http://127.0.0.1:9000/sse"]
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

V
Vestige
Vestige is an AI memory engine based on cognitive science. By implementing 29 neuroscience modules such as prediction error gating, FSRS - 6 spaced repetition, and memory dreaming, it provides long - term memory capabilities for AI. It includes a 3D visualization dashboard and 21 MCP tools, runs completely locally, and does not require the cloud.
Rust
10.5K
4.5 points
M
Moltbrain
MoltBrain is a long-term memory layer plugin designed for OpenClaw, MoltBook, and Claude Code, capable of automatically learning and recalling project context, providing intelligent search, observation recording, analysis statistics, and persistent storage functions.
TypeScript
10.1K
4.5 points
B
Bm.md
A feature-rich Markdown typesetting tool that supports multiple style themes and platform adaptation, providing real-time editing preview, image export, and API integration capabilities
TypeScript
15.9K
5 points
S
Security Detections MCP
Security Detections MCP is a server based on the Model Context Protocol that allows LLMs to query a unified security detection rule database covering Sigma, Splunk ESCU, Elastic, and KQL formats. The latest version 3.0 is upgraded to an autonomous detection engineering platform that can automatically extract TTPs from threat intelligence, analyze coverage gaps, generate SIEM-native format detection rules, run tests, and verify. The project includes over 71 tools, 11 pre-built workflow prompts, and a knowledge graph system, supporting multiple SIEM platforms.
TypeScript
6.7K
4 points
P
Paperbanana
Python
8.9K
5 points
B
Better Icons
An MCP server and CLI tool that provides search and retrieval of over 200,000 icons, supports more than 150 icon libraries, and helps AI assistants and developers quickly obtain and use icons.
TypeScript
8.7K
4.5 points
A
Assistant Ui
assistant - ui is an open - source TypeScript/React library for quickly building production - grade AI chat interfaces, providing composable UI components, streaming responses, accessibility, etc., and supporting multiple AI backends and models.
TypeScript
10.0K
5 points
A
Apify MCP Server
The Apify MCP Server is a tool based on the Model Context Protocol (MCP) that allows AI assistants to extract data from websites such as social media, search engines, and e-commerce through thousands of ready-to-use crawlers, scrapers, and automation tools (Apify Actors). It supports OAuth and Skyfire proxy payment and can be integrated into MCP clients such as Claude and VS Code through HTTPS endpoints or local stdio.
TypeScript
8.9K
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
38.1K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
80.3K
4.3 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
28.5K
4.3 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
23.8K
4.5 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
69.6K
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#
37.4K
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
24.0K
4.5 points
M
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
56.4K
4.8 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2026AIBase