Discover Awesome MCP Servers

MCP_Testing

Kiểm tra các máy chủ MCP bằng Rust

Design Patterns MCP Server

Provides intelligent design pattern recommendations using semantic search through a comprehensive catalog of 200+ patterns across 20 categories. Users can describe programming problems in natural language to discover appropriate design patterns with contextual recommendations.

Color Scheme Generator MCP Server

Generates harmonious color schemes for design projects using The Color API, offering eight different palette generation methods including monochrome, analogic, complement, triad, and quad schemes.

Code Context MCP Server

Một máy chủ MCP cung cấp tìm kiếm ngữ nghĩa trên các kho lưu trữ git cục bộ, cho phép người dùng sao chép kho lưu trữ, xử lý các nhánh và tìm kiếm mã thông qua các đoạn mã được vector hóa.

cryptoseed-mcp

Enables AI agents to perform symmetric and asymmetric encryption of text and files using secure storage in the macOS Keychain. It provides tools for identity management and secure messaging compatible with the CryptoSeed iOS app and CLI.

vantagate-mcp-server

Human-in-the-Loop authorization gateway for AI Agents. Securely pause MCP workflows and route high-risk actions to human approvers via Slack or Email.

Sophia Labs

Two MCP endpoints for building cognitive AI agents. /blueprint/mcp serves a 9-chapter architecture blueprint (4 tools). /devops/mcp serves a 7-chapter coding agent playbook (3 tools). Each product has its own Gumroad license key. Free chapters available without auth.

Gumroad MCP Server

Một triển khai máy chủ Giao thức Ngữ cảnh Mô hình (MCP) cho API Gumroad.

LLM Tool-Calling Assistant

Connects local LLMs to external tools (calculator, knowledge base) via MCP protocol, enabling automatic tool detection and execution to enhance query responses.

Genai Toolbox

Máy chủ MCP mã nguồn mở, chuyên về các công cụ dễ dàng, nhanh chóng và an toàn cho Cơ sở dữ liệu.

Outlook MCP Server

Enables AI-powered email management for Microsoft Outlook through natural language commands. This fork adds draft-first guardrails that create email drafts locally without sending, ensuring user control over all email operations.

Umami MCP Server

Enables AI assistants to interact with Umami Analytics for both Cloud and self-hosted instances. It provides tools to retrieve website statistics, visitor metrics, pageview trends, and real-time active user counts.

Browser MCP Server (Anchor)

Enables browser automation through Anchor Browser's cloud infrastructure with built-in proxies, stealth features, and anti-detection capabilities. Allows LLMs to navigate, click, type, take screenshots, and interact with web pages using Playwright's accessibility tree without requiring local browser installations.

qontoctl

MCP server for Qonto

MCP Server

A server implementing Model Coupling Protocol for HDF5 file operations, Slurm job management, hardware monitoring, and data compression.

cite-mcp

Dễ dàng truy xuất dữ liệu trích dẫn từ CiteAs và Google Scholar. Nhận trích dẫn định dạng BibTeX cho các tài nguyên của bạn chỉ với một vài lệnh. Nâng cao quy trình nghiên cứu của bạn bằng cách tích hợp truy xuất trích dẫn trực tiếp vào các ứng dụng của bạn.

Microsoft Copilot Studio ❤️ MCP

A Model Context Protocol (MCP) server that provides joke-fetching capabilities, demonstrating how to deploy an MCP Server and integrate it with Microsoft Copilot Studio.

Lumar MCP Server

An MCP server that enables conversational access to Lumar SEO crawl data via its GraphQL API. It allows users to query projects, inspect crawl metrics, pull URL-level SEO data, and generate reports using natural language.

Supermemory MCP

A universal memory server that allows users to access their chat memories across different LLMs without requiring logins or payment.

Magic Hour MCP Server

Enables AI-powered media manipulation including face swapping for videos and photos, lip syncing, and face detection via the Magic Hour AI platform. It provides tools for uploading files, managing video projects, and processing content from both local files and YouTube URLs.

TaskUp MCP Server

A centralized workspace orchestration server that enables natural language task management across Notion, Google Calendar, and Telegram. It allows users to analyze intent, create database tasks, schedule calendar events, and send instant notifications.

OpenShift OVN-Kubernetes Benchmark MCP Server

Enables comprehensive benchmarking and performance monitoring of OpenShift clusters using OVN-Kubernetes networking through automated data collection, AI-powered analysis, and report generation. Provides intelligent insights into cluster performance, bottleneck detection, and optimization recommendations.

TwinCAT Validator MCP Server

An MCP server for validating, auto-fixing, and scaffolding TwinCAT 3 XML files using deterministic code quality tools and IEC 61131-3 OOP checks. It enables AI assistants to perform structural validation, apply safe fixes, and generate canonical code skeletons for industrial automation projects.

AINative ZeroDB MCP Server

Provides AI assistants with vector search and persistent memory capabilities using ZeroDB. Enables storing and retrieving context across sessions, semantic document search, and analytics through natural language interactions.

Cloud IoT API MCP Server

A Multi-Agent Conversation Protocol server that provides an interface to Google's Cloud IoT API, allowing agents to interact with and manage IoT devices and registries through natural language.

MCP Weather Free

An MCP server that provides real-time weather data, hourly forecasts, and daily summaries using the free Open-Meteo API with no API key required. It enables users to search for weather conditions by specific coordinates or city names across multiple measurement units.

KeepGoing MCP Server

Provides AI coding assistants with persistent project memory by capturing development checkpoints during git commits, branch switches, and inactivity. It enables seamless task resumption through tools that retrieve session history, momentum, and synthesized re-entry briefings.

NexusAPI

NexusAPI provides a suite of 18 compute tools for AI agents, including web scraping, sandboxed Python code execution, and NLP processing. It enables agents to perform complex tasks like sentiment analysis, image manipulation, and data extraction through a unified interface.

touch-grass

Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Exposes check_grass_conditions, suggest_activity, log_touch_grass, and get_stats tools — fully local, no API keys, no cloud storage.

MCP Web Scraper Server

An advanced web search and scraping server that enables AI models to perform targeted DuckDuckGo searches and extract clean content, tables, and metadata from webpages. It provides specialized tools for news discovery, link extraction, and comprehensive search-and-scrape workflows.