Discover Awesome MCP Servers

ARL MCP Improved

An MCP server for AI security analysis, enabling vulnerability scanning, sensitive information leak detection, and GitHub code leak monitoring via 48 tools.

Discord Decision MCP

Enables AI agents to request user decisions and send notifications via Discord when human intervention is required during autonomous tasks. It supports blocking questions with custom options, progress reporting, and persistent state for seamless remote task management.

mcp-wrap

Wraps another MCP server to allow lifecycle management (start/stop/restart) and proxy its tools, resources, and notifications, enabling iterative development without agent reconnection.

AI Sales Analytics MCP Server

Automates sales data analysis by cleaning CSV, generating AI insights, creating interactive HTML dashboards, exporting PDF reports, and emailing them, all via MCP tools and multi-model AI fallback.

OECD MCP Server

Provides AI assistants access to over 5,000 OECD economic and statistical datasets via the SDMX API for search, analysis, and comparison across 38 countries.

CXA MCP Server

Enables MCP-compatible agents to run real browser-based performance scans on any URL and receive a rich Markdown dashboard with Core Web Vitals, grades, and actionable recommendations.

robloxstudio-mcp

Enables AI assistants to explore Roblox Studio game structure, read and edit scripts, and perform bulk changes locally and safely.

UiPath MCP Server

Enables AI assistants to securely interact with UiPath Orchestrator for managing queues, jobs, robots, and automation analytics through natural language.

ekursy-mcp-py

Enables AI tools to access student profiles, course lists, grades, page contents, and course materials from the eKursy platform via the Model Context Protocol.

mc-server-demo

微型 MCP 服务器实现 (Wēi xíng MCP fúwùqì shíxiàn)

artic-mcp

一个服务器，通过自然语言交互提供对芝加哥艺术学院藏品的访问。该服务器允许人工智能模型搜索芝加哥艺术学院藏品，并将艺术作品作为资源提供。

Cellpose MCP Server

Enables AI assistants to perform cell segmentation through natural language commands, including 2D/3D segmentation, batch processing, image restoration, and custom model training.

iac-mcp

Enables AI to dynamically discover and control native macOS applications (like Finder, Mail, Safari) through AppleScript/JXA automation without pre-built integrations.

MCP Calculator Server

A calculator server that exposes mathematical functions as tools (add, subtract, multiply, divide, square, power, square root), enabling language models to perform calculations through Model Context Protocol (MCP).

Hong Kong Government Data MCP Server

MCP server that provides access to Hong Kong government city data, including ambulance service indicators, via a FastMCP interface.

Ligolo-ng MCP Server

This MCP server enables AI assistants to control Ligolo-ng operations on a remote Kali Linux machine via SSH, providing tools for managing proxy, agents, tunnels, routes, and listeners for network pivoting during security assessments.

Africa's Talking Airtime MCP

Enables users to manage airtime transactions through the Africa's Talking API, allowing them to check account balance, send airtime to phone numbers, view transaction history, and analyze top-up patterns across supported African countries.

MCP Dataset Onboarding Server

Enables automated dataset processing and onboarding using Google Drive integration. Provides metadata extraction, data quality assessment, and contract generation for CSV/Excel files through natural language interactions.

Tuya MCP Server

提供一个具有自定义 URI 方案的笔记存储系统，并包含用于添加笔记和生成涂鸦设备摘要的工具。

WireUI MCP Server

An MCP server that provides AI tools with deep understanding of WireUI v2.x components and comprehensive icon support for Heroicons and Phosphor Icons.

axomind-mcp

MCP server for Axomind — enables AI assistants to manage activities, mindmaps, and messages through a harmless proxy to the Bot API.

MCP book

我个人 MCP 服务器的单体仓库 —— 模型上下文协议手册

Flux UI MCP Server

为 Flux UI 组件提供参考信息，使 AI 助手能够访问 Flux UI 设计系统中的组件文档和示例。

notebooklm-py-diet-mcp

Connects AI coding agents to Google NotebookLM, enabling querying notebooks, adding sources, and generating artifacts like reports, podcasts, and slide decks.

PDF Reader MCP Server

Empowers AI agents to securely read and extract information (text, metadata, page count) from PDF files within project contexts using a flexible MCP tool.

Romanian Law MCP Server

Enables querying and searching Romanian legislation, including statutes, provisions, and EU law integration, directly from AI clients.

Lerian MCP Server

Provides AI assistants with comprehensive documentation, tutorials, and SDK code generation for all 5 Lerian products (Midaz, Tracer, Flowker, Reporter) through a single unified tool. Documentation-only mode with no live API access.

log-mcp

MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.

Text Counter MCP Server

Provides a tool to calculate basic text metrics including character count, characters without spaces, and word count.

SSW Rules MCP

An MCP server that enables AI agents to search and retrieve SSW Rules, a collection of 3,700+ best-practice rules, using semantic search.