A two-stage AI dialogue service that combines DeepSeek inference and Claude generation

DBCode is a database management plugin for VS Code. It supports connections to more than 20 types of databases and provides functions such as data editing, natural language query, ER diagram generation, and visual analysis, helping developers efficiently complete database operations within the IDE.

WireMCP is an MCP server that provides real-time network traffic analysis capabilities for large language models (LLMs). It realizes data capture, threat detection, and network diagnosis by integrating the Wireshark tool.

An implementation of a local proxy server and client based on the MCP platform, integrating multiple AI tool functions such as weather query, Google search, camera control, image generation, and intelligent dialogue, supporting modular expansion and high-performance concurrent processing.

MCP-Diagram is a server tool that quickly generates various types of diagrams (such as architecture diagrams, UML diagrams, etc.) from text descriptions. It supports integration with AI assistants like Claude.

A project that encapsulates the Go language server protocol based on gopls, providing language service functions such as code navigation, diagnosis, and refactoring through the MCP protocol

An MCP server that converts Mermaid charts into PNG images, supporting multiple themes and custom background colors.

An MCP diagnostic tool developed specifically for Trae IDE, which can obtain real-time error, warning, and prompt information in the project, helping the AI Agent provide accurate code analysis and repair suggestions.

The MCP server for SingleStore databases, providing functions such as database querying, table structure analysis, and ER diagram generation

The K8s MCP Server is a Docker-based server that implements Anthropic's Model Context Protocol (MCP), allowing Claude to run Kubernetes CLI tools (such as kubectl, helm, etc.) in a secure containerized environment to help users manage, diagnose, and optimize Kubernetes clusters.

GitHub workflow debugging tool that diagnoses and fixes Actions workflow failures via the GitHub API

An MCP server implementation designed for Google Dialogflow CX, providing seamless integration between AI assistants and Dialogflow CX.

The Whimsical MCP Server is a service based on the Model Context Protocol (MCP) that allows creating Whimsical diagrams programmatically. This service integrates with the Whimsical API, converts Mermaid markup into diagrams, and returns the diagram URL and base64 - encoded image.

A service that converts Mermaid markup to Whimsical diagrams through the MCP protocol

An intelligent system that combines AI with Kubernetes management, enabling cluster diagnosis, resource monitoring, and log analysis through natural language interaction to simplify K8s operations and maintenance work.

An Asterisk - based voice - dialogue automated phone call MCP server that supports real - time voice - to - voice function and provides a complete phone automation solution.

The Spring AI MCP client is a chat application based on Spring AI and Anthropic Claude/OpenAI models, which interacts with the server through the MCP protocol and supports AI-driven dialogue functions.

A Mermaid diagram validation and rendering service based on the MCP protocol

A code explanation service based on Cloudflare Worker that analyzes code structure, functions, and relationships through the MCP protocol, and provides visual architecture diagrams and detailed descriptions.

A diary system based on Retrieval Augmented Generation (RAG), supporting diary organization by date and topic, and providing semantic search functionality, which can be connected to an AI agent to enhance interaction.

UML-MCP is a server that supports multiple diagram generations. It enables seamless integration with AI assistants through the MCP protocol and provides the function of generating multiple diagram types such as UML and Mermaid.

The Penrose MCP Server creates mathematical diagrams through natural language

This project is an Azure troubleshooting server based on the Model Context Protocol (MCP), which allows AI assistants to interactively diagnose Azure resource problems through the Azure self-service API.

A service toolset based on the Model Context Protocol, providing functions such as encoding conversion, network diagnosis, system monitoring, security encryption, and QR code generation, and supporting LLM agents to call system tools.

The RevitMCP project introduces natural language interaction capabilities to Revit, realizes BIM modeling automation through the MCP protocol, adopts a hierarchical architecture design, supports multi - turn dialogue and parameter completion, and significantly improves modeling efficiency.

The Magento 2 Development MCP Server provides development functions such as module management, system diagnosis, cache configuration, and database tools for AI agents

SCAST is a programming tool that converts code into UML diagrams and flowcharts, supports multiple languages, and helps understand code structure through static analysis and visualization.

A read - only MCP service for Kubernetes clusters based on Python, providing comprehensive APIs to retrieve cluster information and diagnose problems.

SCAST is a programming tool that converts code into UML diagrams and flowcharts, supports multiple languages, and provides static analysis and visualization functions.

An MCP server based on TypeScript that controls Android devices through ADB commands, providing device management, application operation, and diagnostic analysis functions.

UML-MCP-Server is a UML diagram generation tool based on the MCP protocol. It supports generating multiple types of UML diagrams through natural language descriptions or by directly writing PlantUML code, and can be integrated into clients such as Cursor that support MCP.

The AutoGen MCP server is a multi - agent dialogue service integrating the Microsoft AutoGen framework, providing standardized interfaces for AI agent management and collaboration.

The Apple Notifier MCP Server is a tool for sending native macOS notifications and interactive system dialogs through MCP - compatible clients.

The Mermaid documentation MCP service is a server for generating Mermaid diagrams, providing diagram list query and documentation content retrieval functions.

GitHub workflow debugging tool that helps diagnose and fix GitHub Actions workflow failures through the MCP protocol

The UML-MCP Server is a UML diagram generation tool based on the MCP protocol, supporting the generation of multiple types of UML diagrams through natural language or PlantUML code, and can be integrated into MCP - supported clients.

Speech MCP is a voice interaction extension designed for Goose, providing real-time voice recognition, high-quality text-to-speech, multilingual support, and a modern audio visualization interface. It supports multi-character dialogue generation and audio transcription functions.

An MCP project orchestration tool that provides template management, prompt management, and Mermaid diagram generation functions

Mindpilot MCP is a visual code analysis tool that generates architecture diagrams, code flowcharts, etc. through an AI agent to help developers understand complex code structures, and supports local processing and multi-client collaboration.

Archy is an architecture diagram generation tool based on the MCP protocol, supporting automatic generation of multiple Mermaid diagrams through natural language or GitHub repositories.