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.

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.

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.

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.

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

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.

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.

markymark is a language server and AI agent tool for Markdown and structured data files, providing navigation, refactoring, search, and diagnostic functions, and supporting the LSP and MCP protocols.

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.

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.

tldraw-agent is an AI-based text-to-chart generation tool that supports multiple usage methods such as command line, library, and MCP service, and can automatically generate text descriptions (such as architecture diagrams and flowcharts) into charts in PNG or SVG format.

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

A Motor Current Signature Analysis (MCSA) server based on the Model Context Protocol (MCP) for detecting motor faults through non-invasive spectrum analysis, supporting signal loading, spectrum analysis, fault diagnosis, and automated diagnostic processes.

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

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.

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

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.

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.

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

An instant SRE diagnostic agent for NVIDIA GPU hardware diagnosis in Kubernetes clusters, providing real-time GPU hardware detection and fault troubleshooting functions through the MCP protocol.

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.

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.

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 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.

The Penrose MCP Server creates mathematical diagrams through natural language

SmartMemory is an MCP server that provides structured memory for LLMs. It converts conversation content into knowledge graphs through natural dialogue, enabling AI assistants to learn and apply business rules.

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.

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.

Dialog is an AI-driven intelligent Reddit research platform that helps users conduct market research, competitive analysis, and customer discovery through semantic search and batch processing capabilities. It allows access to over 20,000 active communities without Reddit API credentials.

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.

BPMN - MCP is a server based on the Model Context Protocol (MCP) for programmatically creating and operating BPMN 2.0 workflow diagrams. It allows AI assistants and other tools to generate, edit, and export business process diagrams in standard BPMN format.

An adversarial code verification system based on the debate cycle between the Verifier and the Critic, which discovers code issues through multiple rounds of dialectical analysis

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.

The LiquidSoap MCP Server provides accurate LiquidSoap 2.4.0 documentation and code generation support for AI assistants, solving errors caused by version confusion in LLMs and ensuring the reliability of script writing and problem diagnosis.

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