Klavis AI is an open-source project that provides a simple and easy-to-use MCP (Model Context Protocol) service on Slack, Discord, and Web platforms. It includes various functions such as report generation, YouTube tools, and document conversion, supporting non-technical users and developers to use AI workflows.

Refact Agent is an open - source AI programming assistant that supports multi - language code generation, debugging, and optimization. It integrates with mainstream development tools, can be deployed locally, and provides intelligent code completion and code explanation functions.

MCP Appium is an intelligent mobile automation server based on the model context protocol, providing cross - platform mobile app testing tools for AI assistants, supporting iOS and Android platforms, and featuring intelligent element location, session management, and automated test generation functions.

Apifox MCP Server is a service that provides the interface documentation of Apifox projects as a data source to AI programming tools, supporting code generation and document query.

Media Gen MCP is a server that strictly follows the TypeScript and MCP specifications, focusing on generating and editing images and videos using OpenAI and Google's AI models. It provides a series of tools, including image generation/editing, video creation/remixing, file acquisition and processing, and supports intelligent resource linking and inline output. It is suitable for various MCP-compatible clients.

The PubMed MCP Server is an interface service based on the Model Context Protocol, providing comprehensive access to the PubMed biomedical literature database for AI agents and research tools. It supports functions such as literature search, metadata acquisition, citation analysis, research plan generation, and data visualization, and is efficiently integrated through the NCBI E - utilities API.

This is a tool that provides a complete MCP server for RPG Maker MZ game development, supporting the automatic generation of game projects, maps, events, database content, and game assets through MCP tools and AI (Gemini), enabling programming - based or AI - driven game development without a GUI.

The Model Context Protocol (MCP) is an open - source protocol that provides a series of reference implementations and community - developed servers. It aims to provide large language models (LLMs) with secure and controllable access to tools and data sources. These servers demonstrate the diversity and scalability of MCP, covering various functions from file system operations to database integration, from web search to AI image generation.

The Miro MCP Server is a high-performance tool developed in Go language, providing 77 tools to control Miro whiteboards, supporting AI integration, chart generation, bulk operations, etc. It runs through a single binary file and is compatible with all major AI tools and platforms.

MCP Kling is the first and only complete Kling AI MCP server, offering 13 creative tools that support video generation, image processing, lip-syncing, and virtual try-on, enabling seamless integration with Claude, suitable for content creators and developers.

The Pinecone Developer MCP Server is a service based on the Model Context Protocol standard, aiming to connect AI tools with Pinecone projects, providing functions such as document search, index configuration, code generation, and data operation.

This project is an MCP server based on Google Cloud Vertex AI Gemini model, providing a rich toolset for code assistance and general Q&A, supporting web search-enhanced answers, document explanation generation, file system operations, and other functions.

This is an MCP server project based on the Runway API, allowing users to call various AI generation functions of Runway through Claude Desktop, including tools such as video generation, image generation, video editing, and upscaling.

This is a list containing a large number of open - source AI projects, covering multiple fields from natural language processing, image generation to automated workflows. These projects aim to help developers build various applications using AI technology, including chatbots, code - generation tools, data - processing systems, etc.

The Mercury Spec Ops MCP server is an innovative AI tool platform that provides dynamic prompt generation and template assembly as programmable tools for AI assistants. It uses a modular architecture, supports 31 technology stacks, 10 analysis dimensions, and 34 template components, and enables technology - specific content generation through six tools, revolutionizing the way AI interacts with professional content.

The Minimax MCP Tools is an MCP server implementation integrating the Minimax API, providing AI image generation and text-to-speech functions, and supporting seamless integration with the Windsurf editor.

This is a prototype of a code execution server based on the MCP protocol, which combines the code generation capabilities of large language models with MCP tool integration, enabling AI agents to run Python code in an isolated sandbox and invoke external tools.

Minimax MCP Tools is an MCP server implementation that integrates Minimax AI capabilities, providing image generation and text - to - speech functions.

The Tyler Forge™ MCP Server provides instant documentation access to the Tyler Technologies web component library for AI tools, supporting component query, code generation, API verification, and design system usage.

Mobile automation MCP service, providing Android/iOS device control capabilities for Cursor AI, supporting 39 operation tools, intelligent verification, test script generation, etc. It can be used without an AI key.

Vibe Coder is an MCP server that provides powerful software development tools for AI assistants, including code generation, research, planning, and project scaffolding functions.

This project is an MCP server integrated with the Stable Diffusion image generation function, providing image generation services for AI agents. It supports generating images through the MCP protocol or direct API calls and includes development and debugging tools.

A server based on Model Context Protocol, packaged with the official Grok CLI tool, provides MCP clients with the ability to access Grok AI models, supporting three tools: query, dialogue, and code generation.

The Monad MCP Server is an interactive server designed for the Monad blockchain, offering comprehensive DeFi tools and blockchain functions, including token acquisition, smart contract deployment, NFT generation and trading, token swap, AI trading agent, etc.

An MCP protocol server used to record the activity logs of AI tools, including detailed information such as the tool name, AI model, and timestamp. It supports the automatic generation of daily work log files.

The Figma MCP server is a middleware that provides access to Figma design data for AI programming tools, supporting detailed CSS property extraction and design token generation, helping developers convert designs into code more accurately.

The Claude-LaTeX MCP integration project connects Claude AI with LaTeX editors through Anthropic's Model Context Protocol (MCP), providing AI - assisted functions for academic writing, science fiction creation, and philosophical writing, including core tools such as formula generation, document structure optimization, and reference management, as well as professional extension modules for different types of content.

The NGSS MCP Server is a protocol server that provides the curriculum standards for the middle school stage of the Next Generation Science Standards (NGSS) in the United States for AI assistants. It contains 55 standards and supports 3D framework queries, high - performance caching, and various search tools.

An MCP server project based on Spring Boot for generating data through AI models, providing data generation tools and user data model implementation.

MockLoop MCP is the world's first AI-native API testing platform integrating the Model Context Protocol (MCP). It revolutionizes API testing through AI-driven scenario generation, automated test execution, and intelligent analysis capabilities. The platform offers 5 AI prompts, 15 scenario resources, 16 testing tools, and 10 context tools, supports a dual-port architecture and stateful testing workflows, and is suitable for enterprise-level compliance and advanced analysis requirements.

An intelligent chatbot based on Streamlit that uses GPT-4o to automatically route user requests to different tools (such as chatting, image generation, database queries, voice synthesis, etc.), supporting rapid experimentation with AI tool routing functions.

The MCP penetration testing framework is an intelligent automated security assessment tool that integrates multiple security tools to achieve reconnaissance, vulnerability scanning, and controllable exploitation. It supports AI - driven intelligent workflows and report generation.

The Figma MCP Server is a Model Context Protocol service that connects to the Figma API, allowing AI tools and LLMs to access and process Figma design files. It supports functions such as design data extraction, design system analysis, UI content management, and development documentation generation.

Agent Payment MCP is a one-click installer that adds over 55 advanced tools to AI programming assistants such as Claude Desktop and Cursor, including intelligent mathematical calculations, synthetic data generation, text processing, Python isolated operation, network tools, and encrypted storage, etc. It adopts a pay-per-use model.

This project implements an SSE MCP server that integrates the APIs of HuggingFace and Replicate, providing image generation and model management tools, and supporting a standardized AI model interaction interface.

The ARC MCP Server is an innovative platform that provides tools such as document assistance, API integration, project generation, and deployment support through the seamless integration of AI models and the ARC enterprise application framework, accelerating the development of enterprise-level cloud-native applications.

A local proxy server and client implementation based on the MCP platform, integrating the ability to call multiple AI tools such as weather query, Google search, camera control, AI image generation, and intelligent dialogue, supporting cross-platform operation and modular expansion.

Agent Payment MCP is a one - click installer that provides advanced tools for AI programming assistants, including intelligent mathematical calculation, synthetic data generation, text processing, Python isolated execution, network tools, etc., and adopts a pay - as - you - go model.

This project is an MCP server integrated with Stable Diffusion image generation functionality, providing image generation services for AI agents, including development and debugging tools and Goose platform integration capabilities.

AionMCP is a Go-based autonomous MCP server that can dynamically import multiple API specifications and convert them into tools. It has self-learning, context awareness, and automatic documentation generation capabilities.