Discover Awesome MCP Servers

Swagger Testcase MCP

MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (positive, negative, boundary, auth, security, idempotency, pagination, business logic), and exports to Postman, TestRail, Allure, k6, pytest, Gherkin, and CSV. Supports internal corporate APIs with auth headers. Auto-saves export files to your working di

Google Maps MCP Server

Integrates Google Maps routing and traffic capabilities with Claude AI for advanced route planning, real-time traffic analysis, route comparison, and trip cost estimation including fuel and tolls.

Email-MCP

An MCP server that enables AI assistants to send emails through SMTP protocol by providing server credentials, recipient information, subject, and message content.

AskTable MCP Server

Enables interaction with AskTable's data analytics platform through MCP protocol. Supports querying and analyzing data from connected datasources using natural language, available via both SaaS and self-hosted deployments.

Strava MCP Server

Một máy chủ TypeScript đóng vai trò là cầu nối đến Strava API, cho phép các LLM (Mô hình Ngôn ngữ Lớn) truy cập các hoạt động, tuyến đường, phân đoạn và dữ liệu vận động viên của người dùng thông qua tương tác ngôn ngữ tự nhiên.

Math & Calculator MCP Server

Provides advanced mathematical utilities including basic arithmetic, statistical analysis, unit conversions, quadratic equation solving, percentage calculations, and trigonometric functions for AI assistants.

🤖 mcp-ollama-beeai

Một ứng dụng agent tối giản để tương tác với các mô hình OLLAMA, tận dụng nhiều công cụ máy chủ MCP bằng cách sử dụng framework BeeAI.

xcomet-mcp-server

Translation quality evaluation MCP Server powered by xCOMET. Provides quality scoring (0-1), error detection with severity levels, and optimized batch processing for AI-assisted translation workflows.

immich-photo-manager

Manage your self-hosted Immich photo library through conversation — natural language search via CLIP, geographic album curation, duplicate detection with perceptual hashing,

MCP Troubleshooter

A specialized diagnostic framework that enables AI models to self-diagnose and fix MCP-related issues by analyzing logs, validating configurations, testing connections, and implementing solutions.

API Locker

Encrypted credential vault with a 21-tool MCP server. Store and manage LLM API keys, service API keys, and OAuth credentials — then let your AI agent list, reveal, rotate, rename, pause, and proxy calls through them.

MSTP-MCP

MSTP writing style MCP server for all.

Withings MCP Client

Enables retrieval of health data from Withings smart scales including weight measurements and comprehensive body composition metrics like fat mass, muscle mass, and hydration levels. Supports multiple users, unit preferences, and OAuth authentication for secure access to personal health data.

LibSQL Memory

Một máy chủ MCP hiệu năng cao sử dụng libSQL cho bộ nhớ liên tục và khả năng tìm kiếm vector, cho phép quản lý thực thể hiệu quả và lưu trữ kiến thức ngữ nghĩa.

MCP Gateway

A production-ready unified entry point for AI agents that implements the Model Context Protocol (MCP). It provides a secure gateway with rate limiting, authentication, and observability for managing and proxying requests to multiple downstream APIs.

Apple Calendar MCP Server

Provides Claude with full access to Apple Calendar on macOS for event management, smart scheduling, and schedule analytics. It enables natural language event creation, conflict detection, and template-based scheduling through AppleScript integration.

MCP Security Scanner

Enables comprehensive security scanning of code projects, detecting vulnerabilities in dependencies, code patterns (XSS, eval, etc.), and exposed secrets, with detailed reports in Spanish prioritized by severity.

MCP SSH Server with Streamable HTTP

Enables remote server control via SSH through Claude, supporting command execution, file transfers, and multi-server management with both standard and streamable HTTP protocols.

FishClaw MCP

An MCP server that automates Xianyu marketplace operations through Playwright, allowing users to manage listings and conduct market research via natural language. It features integrated tools for generating AI-powered product descriptions and cover images using DashScope.

MCP Sentry Analyzer

Integrates Sentry error monitoring with AI-powered analysis to automatically capture frontend JavaScript errors and provide intelligent repair suggestions through multiple AI models including OpenAI, Claude, and Gemini.

HUTB Simulator MCP Server

Enables AI interaction with embodied humans, autonomous vehicles, and drones through the HUTB simulator. Supports voice/chat control, weather conditions, perspective switching, and recording features.

lemon-squeezy-mcp

Universal Semantic Bridge for Lemon Squeezy: A high-performance Model Context Protocol (MCP) server that empowers AI assistants (Cursor, Claude, VS Code) to query payments, manage subscriptions, and sync customers to Salesforce directly from your editor. 🍋✨

MCP Memory

Enables AI assistants to remember user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage and retrieval.

Elasticsearch MCP Server Solution

Enables comprehensive interaction with Elasticsearch APIs through natural language queries, specifically optimized for security analysis, threat detection, incident investigation, and compliance monitoring with advanced machine learning capabilities for anomaly detection.

Dewey

Enables searching and researching document collections through hybrid semantic search and agentic research queries with grounded, cited answers. It allows users to list collections, scan document sections, and retrieve full Markdown content via MCP-compatible agents.

MCP

Một cách triển khai đơn giản của giao thức ngữ cảnh mô hình