The ScrapeGraph MCP Server is a production - ready model context protocol server that provides seamless integration with the ScrapeGraph AI API, enabling language models to leverage advanced AI - driven web scraping capabilities.

A text editing system integrated with Claude Desktop, which realizes text selection, editing, and automatic replacement functions at the macOS system level through the MCP protocol, supporting custom prompts and desktop notifications.

CrewAI Enterprise - level MCP Server implementation for deploying and managing AI workflows

AiryLark MCP is a professional - level translation service interface. It uses a three - phase process to ensure translation quality, supports multi - language translation and domain term recognition, and is suitable for professional scenarios such as technical documents and academic papers.

An image processing server based on the MCP protocol that enables professional - level image editing functions through natural language instructions, including generation, modification, background removal, and hosting services.

A research - level MCP server implementation that interacts with the Perplexity website without an API key, providing AI - driven research functions such as web search, document retrieval, API lookup, and code analysis.

Houtini LM is an MCP server that connects Claude to LM Studio, providing expert - level code analysis, document generation, and creative project scaffolding functions. It supports local operation without API costs and is suitable for developers and creators.

Bishop MCP is an enterprise - level master control program that provides efficient application building, deployment, and management functions, including core functions such as build systems, deployment orchestration, and user management, and supports real - time monitoring, security protection, and multiple integration capabilities.

An image processing server based on the MCP protocol, realizing professional - level image editing functions through natural language instructions

The MCP Game Helper is a custom model context protocol server that provides AI - assisted tools for game developers, focusing on tasks such as combat balance, skill analysis, level rhythm, and simulation.

The GoHighLevel MCP server is a fundamental project aiming to connect the GoHighLevel community with AI automation through the Model Context Protocol (MCP). It provides access to all sub - account level GoHighLevel API endpoints, supports 269 tools, covering multiple functional categories such as contact management, messaging, sales pipelines, and calendar appointments. The project emphasizes community collaboration, an open architecture, and educational resources, while also reminding users to pay attention to key issues such as AI security, rate limits, and data security.

A website security scanning tool based on the MCP protocol, integrating dirsearch directory scanning and firecrawl crawler technology, capable of automatically identifying the website technology stack and classifying vulnerability risk levels

A production - level natural language interaction server for the pfSense firewall, implementing a security control interface with GenAI applications such as Claude Desktop through the MCP protocol.

This is a server based on the Model Context Protocol (MCP) that allows AI assistants to control the Unreal Engine game engine through the remote control API, enabling game development automation. It supports various functions such as asset management, actor control, editor operations, level management, animation physics, visual effects, and Sequencer control.

An enterprise - level Jenkins MCP server that provides seamless integration with the Jenkins CI/CD system, supporting functions such as job management, build monitoring, pipeline status tracking, and batch operations.

An automatic commit message generation tool based on Git change analysis, leveraging OpenAI's GPT model to generate standardized commit information for code changes.

The ConsultingAgents MCP Server is a multi - model consulting agent server that provides four AI expert consulting services (Darren, Sonny, Sergey, Gemma) for Claude Code through the MCP protocol, supporting code analysis, document search, and repository - level development planning.

FastMCP - Scala is a high - level, developer - friendly library based on Scala 3 for building Model Context Protocol (MCP) servers. It provides ZIO effect handling, annotation - driven APIs, automatic JSON schema generation, and seamless integration with the Java MCP SDK.

SMCP Proxy is a reverse proxy designed for Model Context Protocol (MCP) services, providing a security layer with OIDC authentication, supporting enterprise - level authentication and authorization, and simplifying standardized interactions with large language models (LLMs).

The Volume Wall Detector MCP is a stock trading volume analysis server based on the MCP protocol, providing functions such as real-time trading volume analysis, price level detection, and trading imbalance tracking, and supporting connections with multiple MCP clients.

MCP Bridge is a lightweight, LLM-independent RESTful proxy for connecting to multiple Model Context Protocol (MCP) servers and exposing their functions through a unified REST API. It solves the problem that platforms such as edge devices, mobile devices, and web browsers cannot efficiently run MCP servers, and provides optional risk-based execution levels, including security controls such as standard execution, confirmation workflows, and Docker isolation.

The Volume Wall Detector MCP Server is a stock trading analysis tool based on the Model Context Protocol, providing functions such as real-time trading volume analysis, price level detection, and trading imbalance tracking, and supporting access from multiple MCP clients.

An enterprise - level AI assistant system based on the Model Context Protocol, with intelligent server selection, text analysis, code review, sentiment analysis, and knowledge management functions, providing an aesthetically pleasing Web interface.

Alibaba Cloud PolarDB is a cloud - native relational database service that provides high performance, second - level automatic scaling, and large - capacity storage. It is fully compatible with MySQL and PostgreSQL and highly compatible with Oracle syntax.

USGS Water Quality Data MCP server, an API toolset for the USGS water resources that provides queries for real-time water levels, flows, flood impacts, and monitoring site metadata.

Zen MCP Gemini Transcendent is a revolutionary AI consciousness coordination server that enables harmonious collaboration between Claude Code and Google Gemini through an 8 - stage transcendent processing flow. It features an ultimate consciousness engine, a revolutionary memory system, and transcendent tools beyond traditional MCP. It supports multiple AI personality archetypes and infinite reasoning depth, aiming to achieve breakthroughs at the consciousness level and wisdom synthesis.

Awesome MCP FastAPI is an enhanced Model Context Protocol (MCP) service implemented based on the FastAPI framework. It provides powerful tool registration functionality and automatic documentation generation, leveraging the mature FastAPI ecosystem to achieve high-performance AI tool integration.

The LicenseSpring MCP server implementation provides complete license management and customer operation functions, including license activation, customer management, usage tracking, etc., supporting multiple subscription levels and authentication methods.

An AI research assistant tool based on Node.js and the Gemini API. It uses Firecrawl for web data scraping, leverages the Gemini large - model for in - depth language understanding and report generation, supports iterative in - depth research, and can be integrated with the MCP protocol.

The Needle MCP Server is a document management and search tool that enables efficient document organization and retrieval by integrating with the Claude desktop application and leveraging the Needle ecosystem.

This project is an authentication-free remote MCP server deployed on Cloudflare Workers, providing website analysis and content extraction tools, leveraging Cloudflare's browser rendering and AI capabilities.

This project shows a low - level example demonstrating how to interact with the MCP server through a Docker image and connect to a PostgreSQL database for the LangGraph agent. MCP is an open protocol that standardizes how applications provide context to LLMs.

Createve.AI Nexus is an open - source project that bridges the gap between AI agents and enterprise systems by implementing the Model Context Protocol (MCP) standard. It provides secure, real - time data access and system integration capabilities. It supports multiple AI platforms, has an enterprise - level security architecture, and can connect various business applications, sensor data, and document management systems.

Vulcan File Ops is a high - performance file operation server based on the Model Context Protocol (MCP) that can transform desktop AI assistants (such as Claude Desktop, ChatGPT Desktop, etc.) into powerful development partners. It provides secure file reading and writing, batch operations, document processing, image analysis, and Shell command execution functions. It features enterprise - level security controls, dynamic directory registration, and intelligent tool filtering, allowing users to have full control over local file system access.

A semantic code search server based on the MCP protocol, supporting two embedding models, OpenAI and Ollama, capable of indexing local projects or Git repositories, and providing an enterprise - level private code search solution.

The AIStor MCP server is a service based on the Model Context Protocol (MCP) for interacting with AIStor object storage. It supports various operations, including reading, writing, deleting, and management functions, such as listing buckets and objects, getting metadata, creating presigned URLs, and using AI to describe object content. It has flexible configuration and can enable operations at different permission levels through flags.

An image processing server based on the MCP protocol that realizes professional - level image editing functions through natural language instructions

An MCP server for reading top - level protocol statistics of Mantle Network, helping users make more informed investment decisions.

The MCP server of the Land Transport Authority (LTA) of Singapore provides a real-time traffic data API interface, including bus arrival times, subway crowding levels, parking lot vacancies, and other information.

The Cline Notification Server is an MCP service that sends notifications and receives responses via Telegram, supporting message notifications of different urgency levels and pausing Cline operations when there is no user response.