# MCP server

A simple Model Context Protocol (MCP) server based on AWS Lambda and API Gateway, deployed using the Serverless Application Model (SAM), supporting local development and testing.

MCP Vision Relay is an MCP server that provides image analysis capabilities for MCP clients that only support text, such as Claude and Codex, by encapsulating locally installed Gemini and Qwen command - line tools, enabling them to process pictures in local paths, URLs, or base64 - encoded format.

The ShotGrid MCP Rust client provides a complete implementation of the ShotGrid/Flow Production Tracking REST API and integrates the Model Context Protocol server, enabling large - language models to directly interact with ShotGrid.

A complete MCP server application based on Windows Forms, integrating LLM API calls, a modern chat interface, tool management, and a configuration system. It can serve as a reference for enterprise-level desktop program development.

The ARIA validation MCP server uses the aria - query library to validate the effectiveness of ARIA attributes and role attributes, providing support for accessible web development.

This is a Swiss-army-knife-style MCP server that allows you to search for and dynamically add other MCP servers through the MCP registry, thereby expanding the available toolset.

The Athena Protocol is an intelligent MCP server acting as a technical leader for AI programming agents, providing expert verification, impact analysis, and strategic guidance. It helps AI agents detect problems, validate assumptions, and optimize solutions before code changes, thereby improving code quality, reducing regressions, and making more informed architectural decisions.

MCPvil is a minimized Wayland compositor based on the smallvil branch of the Smithay project. It integrates an MCP server, allowing AI agents and other MCP clients to interact with the compositor through stdio, providing functions such as application launch, screen capture, and mouse and keyboard simulation.

A Discord bot control server based on the MCP protocol, providing comprehensive Discord server management functions, including message sending, member management, role permissions, channel operations, etc.

The MagentaA11y MCP Server provides accessibility standards from T - Mobile's MagentaA11y project, supports local and remote deployment, and provides accessibility acceptance standards for web and native components for developers.

An MCP server based on Ruby, using Ferrum and Headless Chrome for browser automation, providing 29 tools to support functions such as navigation, interaction, and content extraction, and having a built-in anti-detection stealth mode.

Artifex MCP is an AI image generation MCP server that supports multiple providers (Antigravity and OpenAI), providing functions such as text-to-image generation, image-to-image generation, multiple image generation, and character consistency.

Auralis Commander is a lightweight Windows MCP server that integrates 14 core tools, covering functions such as Shell execution, file operations, process management, and system information. It is more streamlined and efficient compared to similar solutions.

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.

The WordPress Trac MCP Server allows AI assistants to directly search and browse all issue tracking systems on WordPress.org and can be configured and used without coding.

An MCP server that provides AI agents with the ability to create and manage node graphs and projects in 'Genshin Impact: Miliastra Wonderland', supporting node graph operations, project management, and document access.

A console application based on.NET 10 that implements an MCP server for generating simulated company, contact, and product data that complies with Brazilian standards, and supports running through Docker containers.

mcp-nexus is a Multi-Provider Model Context Protocol (MCP) server that integrates the Tavily and Brave Search search APIs, providing a unified tool interface, API key rotation management, a Web management interface, and usage monitoring functions.

This project is a basic example of how to set up and configure the MCP server, including installing dependencies, building the project, using the MCP inspection tool, and configuring the Claude desktop application to connect to the MCP server.

Fetch-MCP is an MCP server tool for fetching URLs and YouTube video subtitles.

A simple MCP server based on Perplexity AI, providing web search functionality

A basic MCP server for web scraping.

A prototype project of an MCP server for running Microsoft 365 CLI commands, supporting testing and integration through the Inspector or VS Code.

A simple MCP server that provides date and time information for proxy systems and chat REPLs

A simple MCP server project based on the Japanese weather API, providing weather data services

An MCP server for playing the Minesweeper game online with multiple players, providing a simple and fun gaming experience.

This is a server based on the Model Context Protocol (MCP), specifically designed to provide an access interface to the OpenStreetMap tagging knowledge base for AI agents and LLM applications, supporting functions such as tag query, preset discovery, and validation.

KubeView is a read-only MCP server that provides AI agents with tools for securely inspecting and debugging Kubernetes clusters and supports the Kubernetes, Helm, and Argo ecosystems.

The AWX MCP Server is an industry-standard MCP server that connects the AWX/Ansible automation platform to AI tools, enabling AI assistants to manage job templates, start and monitor tasks, and manage inventories and projects using natural language, automating infrastructure workflows.

A server based on the Model Context Protocol that allows AI assistants such as Claude to connect to the Databricks SQL data warehouse through a Docker container, execute SQL queries, browse databases and table structures, and support hierarchical data management in the Unity Catalog.