#model-context-protocol

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .

MCP Go Server connects AI assistants like Claude directly to the Go runtime. It acts as a bridge, giving your AI the necessary tools to execute, manage, and optimize Go-based development workflows efficiently.

The Supabase Coolify MCP Server enables AI agents to fully manage self-hosted Supabase instances on Coolify. It provides 52 production-ready tools for database migrations (with rollback), edge functions, storage, authentication, and health monitoring. Features include Zod-based input validation, automatic health checks, Supabase CLI integration, and comprehensive verification tools.

Git-driven MCP Server for managing Prompt templates with Handlebars support. Store prompts in Git, sync automatically, and use dynamic templates in Cursor, Claude Desktop, and other MCP clients. Features hot-reload, group filtering, version management, and Docker/Kubernetes deployment support.

Markdown-First MCP Server for Notion - Composite Actions, Auto-Pagination, Bulk Operations optimized for AI Agents

A Model Context Protocol (MCP) server that provides fake/mock data generation capabilities using the Faker.js library. Generate realistic test data for database seeding, API testing, demo applications, and development environments.

MCP (Model Context Protocol) Server implementation that provides AI tools to search using YaCy web search API.

本插件为 Model Context Protocol（MCP）提供了企业级 OpenAPI 文档能力，自动聚合并标准化 企业微信 与 飞书 等的开放接口文档。 通过统一上下文调用、搜索和补全，开发者可在无需频繁查阅官网文档的情况下，快速获取接口定义、请求参数、响应结构及权限要求。 适用于构建企业内部集成、自动化工作流、Bot/Agent 开发等高频 API 使用场景。

This is an enhanced MCP (Model Context Protocol) server that provides xray vulnerability scanning capabilities for ModelScope hosting.

MCP-Airflow-API is a Model Context Protocol (MCP) server that transforms Apache Airflow REST API operations into natural language tools for LLM integration. Built for DevOps engineers, data engineers, and Airflow administrators who need intuitive cluster management capabilities.

WooCommerce MCP Server Plugin (no external server needed): Connect your WooCommerce store to AI assistants like Claude and VS Code. This WordPress plugin enables AI clients to access your store's product catalog, categories, reviews, and content through a secure, read-only interface. MCP for WooCommerce transforms your WordPress site into an AI-accessible data source built on Automattic's official WordPress MCP. It safely exposes public store information—products, categories, tags, reviews, shipping options, and WordPress content—while protecting customer data and private details. Perfect for building AI-powered shopping assistants or integrating with custom AI applications.

MCP server for arXiv.org - Search, analyze, and export academic papers with AI assistants. Features advanced paper discovery, citation analysis, trend tracking, and multi-format exports.

⚡ Surgical Code Editing: Superhuman Precision The combination of `read_symbol` + `insert_text` unlocks revolutionary code editing capabilities that transform how AI agents work with codebases. 🚀 Superpowers Unlocked 🔍 Cross-Codebase Intelligence Find any symbol across entire repositories instantly ✂️ Precision Surgery Edit exact functions, classes, or code blocks 🎛️ Zero-Error Refactoring Update function signatures everywhere they exist

Connect real-time cybersecurity threat intelligence to your AI workflows through standardized tools and resources. Access comprehensive IOCs, CVEs, TTPs, and threat actor data from FalconFeeds.io with seamless integration across Claude Desktop, VS Code, and other MCP-enabled applications.

A comprehensive and efficient Model Context Protocol (MCP) server for task management that works seamlessly with Claude, Cursor, and other MCP clients. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats. ✨ Features - ⚡ Ultra-efficient design: Minimal tool count (5 tools) to reduce AI confusion - 🎯 Budget-optimized: Batch operations, smart defaults and auto-operations minimize LLM API calls - 🚀 Multi-format support: Markdown (`.md`), JSON (`.json`), and YAML (`.yml`) task files - 🔍 Powerful search: Case-insensitive text/status filtering with OR logic, and ID-based lookup - 📊 Smart organization: Status-based filtering with customizable workflow states - 🎯 Position-based indexing: Easy task ordering with 0-based insertion - 📁 Multi-source support: Manage multiple task files simultaneously - 🔄 Real-time updates: Changes persist automatically to your chosen format - 🤖 Auto WIP management: Automatically manages work-in-progress task limits - 🚫 Duplicate prevention: Automatically prevents duplicate tasks - 🛡️ Type-safe: Full TypeScript support with Zod validation - 🔒 Ultra-safe: AI has no way to rewrite or delete your tasks (unless you enable it), only add and move them

A simple MCP server that lets your AI agent see and capture the web.

QuerySculptor is a GraphQL query builder designed for AI agents that provides 26 structured tools via the Model Context Protocol (MCP). Instead of generating complex GraphQL queries from scratch, AI agents can build queries step-by-step with real-time validation, schema introspection, and error prevention. It works with Claude, Cursor, and other MCP clients, using Redis for session management and featuring a live demo with the Pokemon API. The tool transforms the traditional error-prone approach of raw GraphQL generation into a guided, conversational workflow perfect for AI assistants and chatbots.

Professional MCP server for OpenAlex academic research - ML-powered author disambiguation, institution resolution, and comprehensive researcher profiles with ORCID integration Transform your AI assistant into a powerful academic research tool! This MCP server provides seamless access to OpenAlex's comprehensive database of 200+ million scholarly works and researchers. Features include intelligent author disambiguation using machine learning, automatic institution name expansion (MIT → Massachusetts Institute of Technology), ORCID-verified researcher profiles, and detailed academic metrics. Perfect for researchers, academics, and developers working with scholarly data.

An MCP server that enables Claude and other AI assistants to interact with Help Scout data

The GitBook MCP server enables programmatic access to GitBook Organizations, Spaces, Collections, and Content through a standardized MCP interface. It provides 12 tools for content operations and 6 AI-powered prompts for documentation workflows.

MCP Client & Server

A comprehensive **Model Context Protocol (MCP)** server for market sizing analysis, TAM/SAM calculations, and industry research. Built with TypeScript, Express.js, and following the MCP 2024-11-05 specification.

MCP server providing comprehensive Microsoft Teams and Graph API access for AI assistants including messaging, search, and user management.

MCP Server using Amazon Q Business Cross App index

Expose

A Discord.js app integrated with Model Context Protocol (MCP) server functionality to enable AI-driven Discord server administration and automation.

A full-featured Model Context Protocol (MCP) server that exposes Ensembl’s REST API. Built using the TypeScript MCP SDK

A Model Context Protocol (MCP) server that enables AI assistants to interact with Kubernetes clusters. It serves as a bridge between AI tools (like Claude, Cursor, and GitHub Copilot) and Kubernetes

Stocks MCP. Stock Price Lookup Agent.

GibsonAI's MCP server

MCP server for OWL applications

Desktop app that automatically scans and blocks malicious MCP traffic in AI apps like Cursor, Claude, VS Code and Windsurf.

MyAnimeList MCP Server

MCP server for multi-perspective analysis and structured debates

AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.

AI-powered chat assistant for banking microservices using Spring AI and Model Context Protocol (MCP). Interact with your microservices through natural language chat, view accounts, personal details, and transactions—all in one unified interface.

WIP - Model Context Protocol (MCP) SDK for Laravel. A robust, extensible Laravel package that implements the Model Context Protocol (MCP) for building AI-driven conversational applications.

MCP Sandbox transforms JavaScript modules into secure MCP servers, enabling AI systems to access functions safely. With automatic reflection and type inference, it simplifies the integration process for developers. 🛠️💻

Conversational cloud security compliance auditing. MCP server enabling natural language queries about AWS security posture via Claude and other AI assistants.

Omni MCP protocol, chose the right tools for you.

🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

A Fastify plugin to run Model Context Protocol (MCP) servers

WebSocket server that exposes Aider's AI coding capabilities through the Model Context Protocol (MCP) for programmatic access

An MCP server for fetching URLs / Youtube video transcript.

Secure MCP server for libSQL databases with comprehensive tools, connection pooling, and transaction support. Built with TypeScript for Claude Desktop, Claude Code, Cursor, and other MCP clients.

MCP server powered by local documentation

Model Context Protocol Server for IIS web server management

Mirror of

MCP Server (Resources, Tools, Prompts)

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.

An MCP server for fetching URLs / Youtube video transcript.

A Model Context Protocol (MCP) Gateway. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE).

Model Context Protocol Server for IQ.wiki

Deploy MCP servers without the hassle. Purpose-built CI/CD platform that eliminates the technical complexity of MCP server deployment, credential management, and production scaling.

Self-hosted MCP Server registry for AI agents

Open-source FRED MCP Server (Federal Reserve Economic Data)

MCP (Model Context Protocol) Server 研究文档和实用指南

A Dockerized MCP server setup to deploy onto remote development servers

学习模型上下文协议(MCP)服务器 - 翻译和学习资源

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

CrateDB MCP Server for natural-language Text-to-SQL and documentation retrieval.

Software development through AI-assisted coding with the Model Context Protocol (MCP)

A Model Context Protocol (MCP) server enabling AI agents to intelligently search, retrieve, and analyze biomedical literature from PubMed via NCBI E-utilities. Includes a research agent scaffold. STDIO & HTTP

A comprehensive Model Context Protocol (MCP) server providing advanced access to the ChEMBL chemical database.

SSE based MCP server and Client demo with auto registry, Dockerfile setup and env.

MCP server for Vertica

Model Context Protocol server for Vikunja task management. Enables AI assistants to interact with Vikunja instances via MCP.

MCP server for OWL applications

Model Context Protocol server for Eventbrite API integration. Create and manage events using natural language through AI agents like Claude Desktop and Cursor IDE.

MCP server empowering AI assistants with real-world capabilities: Gmail, Calendar, Tasks, Git integration, and note management. Bridges AI assistants to external services through standardized protocol with secure authentication.

A Model Context Protocol server that provides task orchestration capabilities for AI assistants

A collection of Model Context Protocol (MCP) servers providing various integrations and capabilities for MCP-compatible clients like Claude Desktop, VS Code, and other AI applications.

OpenEdu MCP Server for educational resources and curriculum planning, integrates with OpenLibrary, Wikipedia and arXiv

DockaShell is an MCP server that gives every AI Agent its own isolated Docker container — complete with file access, shell execution, and full action traceability.

Build and deploy an autonomous Devto Agent capable of interacting with the Dev.to platform, powered by A2A (Agent-to-Agent) and MCP (Model Context Protocol)

MCP server for Baserow API integration - Enable AI assistants to interact with Baserow databases

CmfyUI_MCP Server is a loosely coupled, extensible, and configuration-driven ModelContextProtocol (MCP) server designed for ComfyUI.

🔗 Model Context Protocol server for todo.txt files - Connect your todo.txt to AI assistants like Claude Desktop

List MCP Servers configuration in your system

A Model Context Protocol server that allows AI agents to play a notification sound via a tool when a task is completed.

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

A collection of MCP servers.

A Model Context Protocol (MCP) server providing tools for NPM package management and dependency updates. Helps LLMs like Claude interact with npm packages, search npm registry, and keep dependencies up-to-date.

A powerful, production-ready MCP server implementing the Model Context Protocol with robust SSE transport, built-in tools, and comprehensive error handling. Seamlessly connect AI models to data sources with enterprise-grade stability and performance.

A Model Context Protocol server that facilitates interaction with the Solana blockchain, built using the Ping Agent Kit. (

MCP Space is a no-code AI tool builder that simplifies creating and managing AI models using the Model Context Protocol. Join us on GitHub to explore and contribute to this innovative platform! 🐙🌟

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

The npm-package-mcp-server allows users to efficiently access and analyze source code from any NPM package. With features like smart file discovery and selective code reading, it streamlines the process for developers. 🐙🌐

Explore the Unofficial UniProt MCP Server, your gateway to advanced protein analysis with 26 specialized tools. Join the community and enhance your research capabilities today! 🐙🌟

Penpot MCP connects design workflows with AI, enhancing creativity and efficiency. This server leverages Model Context Protocol to integrate Claude AI and other LLMs into your Penpot projects. 🐙💻

MCP Chatbot powered by Anthropic Claude. Delivering on‐demand literature search and summarisation for academics and engineers

让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis

A Model Context Protocol (MCP) server that calls APIs using YAML config files.

A task management Model Context Protocol (MCP) server that helps AI assistants break down user requests into manageable tasks with subtasks, dependencies, and notes. Enforces a structured workflow with user approval steps.

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.

A Symfony package designed for building secure servers based on the Model Context Protocol, utilizing Server-Sent Events (SSE) for real-time communication. It offers a scalable tool system tailored for enterprise-grade applications.

A easy-to-use and minimal server implementation for the Model Context Protocol (MCP) in Ruby.

a Nushell cross.stream extension to interact with LLMs and MCP servers

This text introduces the Model Context Protocol (MCP) for AI interaction, exploring Google Apps Script (GAS) as a server option. It shows feasibility with a sample but notes the lack of a GAS SDK, aiming to encourage understanding and development.

Mirror of

A Python-based client for interacting with Model Context Protocol (MCP) servers using Ollama. Features include multi-server support, dynamic model switching, tool management, and a rich terminal interface.