MaverickMCP is a personal stock analysis server based on FastMCP 2.0, providing professional level financial data analysis, technical indicator calculation, and investment portfolio optimization tools for MCP clients such as Claude Desktop. It comes pre-set with 520 S&P 500 stock data, supports multiple technical analysis strategies and parallel processing, and can run locally without complex authentication.

A production - level Berlin city service MCP server that provides comprehensive service queries, intelligent PDF form processing, elastic caching, and remote synchronization functions.

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.

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.

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

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.

Ruchy is a modern programming language for data science and scientific computing, with a self - hosted compiler, a comprehensive toolchain, and enterprise - level quality standards.

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.

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.

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.

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.

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.

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

Lyra Intel is a complete intelligent infrastructure engine for large-scale codebase analysis. It combines in-depth code analysis, AI-driven insights, semantic search, and security scanning, supports deployment from local to enterprise level, and provides comprehensive code understanding, security auditing, and intelligent insight functions.

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.

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.

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 Windows Forensics MCP Server is a comprehensive digital forensics toolkit designed specifically for Linux environments. It uses pure Python libraries to natively parse traces from Windows systems without relying on Windows tools. It provides functions such as EVTX log analysis, registry analysis, execution trace analysis, filesystem forensics, user activity analysis, network forensics, malware detection, and API monitoring capture analysis, and supports remote collection and high - level investigation coordinators.

The Internet Search MCP is a service encapsulated based on Tencent Cloud's Internet Search API, providing intelligent search capabilities with millisecond - level response and minute - level updates, supporting multiple functions such as natural result retrieval and multi - modal VR cards, helping developers quickly integrate Internet search capabilities.

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

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.

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.

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.

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.

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.

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 LLAMATOR MCP Server is a production - level service for automated LLM red team testing, providing HTTP API and MCP interfaces, supporting asynchronous test execution, artifact storage, and job status management.

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.

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.

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.

Provide a k-point generation tool under the SSSP1.3 PBEsol pseudopotential for Quantum ESPRESSO, including k-point spacing prediction and grid generation functions, supporting different confidence levels and model choices.

LangCare MCP FHIR Server is an enterprise - level MCP server designed for FHIR R4 electronic medical record systems, enabling AI assistants to securely access and manage patient health records. It provides four general FHIR operation tools, has over 40 built - in clinical workflow guidelines and interactive UI applications, supports multiple back - ends such as EPIC, Cerner, and GCP, is written in Go language, and has enterprise - level security and HIPAA compliance.

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.