Discover Awesome MCP Servers

ResearchStat AI

Enables AI-native statistical analysis and reproducible research workflows through MCP, including natural language planning, protocol-based analysis, Python/R cross-validation, and publication-ready figure generation.

GH_mcp_server

这是一个 MCP 服务器，它允许 LLM 直接与 Rhino 和 Grasshopper 交互。

Nexus MCP Bridge for VSCode

镜子 (jìng zi)

GDD (Giggly-Dazzling-Duckling)

AI-controlled browser farm — run N isolated Chromium instances with 36 MCP tools for device emulation, screenshots, network/geolocation simulation, and diagnostics. Cross-platform: Windows GUI + headed/headless on Linux/macOS.

Power BI MCP for Claude

MCP server for Microsoft Power BI and Fabric, enabling Claude to discover workspaces, semantic models, generate and execute DAX queries, and retrieve report metadata via device-code authentication.

anki-sync-mcp

A headless, sync-native Anki MCP sidecar that lets AI agents safely manage a real Anki collection without Anki Desktop or AnkiConnect, supporting sync with AnkiWeb or self-hosted servers.

hermes-mcp-server

Bridges MCP-compatible AI clients to over 100 Hermes Agent skills for web browsing, file management, code execution, GitHub operations, and more.

Phantom Secrets MCP Server

Enables AI coding tools to securely manage secrets via MCP tools for vault operations, diagnostics, and cloud sync, ensuring real keys never enter the LLM context.

MasterMCP

A demonstration tool that showcases potential security attack vectors against Model Control Protocol, illustrating how malicious plugins can exploit weaknesses in MCP architecture.

webmcp-guard

Drop-in replacement for Playwright MCP that adds WebMCP support, exposing page-defined tools as gated webmcp:* tools with provenance tracking, schema-change warnings, and mandatory confirmation.

Axcess

Paid MCP server that evaluates typography accessibility beyond what axe and Lighthouse catch. $0.05 USDC per evaluation via x402 on Base mainnet.

WAS GTM MCP

Manage Google Tag Manager from Claude Desktop, Cursor, or any MCP-compatible client using natural language. 19 tools cover the full GTM v2 API locally, with credentials kept on your machine.

sequential-reasoning-mcp

Enables MCP clients to offload sub-problems to fresh, isolated contexts via sampling, offering plan, think_aside, and run_plan tools for sequential reasoning without cluttering the main conversation with verbose intermediate steps.

FortiManager MCP Server

Enables AI assistants to interact with FortiManager for centralized firewall policy management, device provisioning, and network configuration through the FortiManager JSON-RPC API.

mcp-app-demo

An MCP App template for building interactive UIs on deco, providing tools, resources, and a React frontend.

MCP Server Basic Example

Demonstrates core MCP server functionality with basic arithmetic operations (addition and subtraction) and personalized greeting generation. Serves as an educational template implementing example tools and dynamic resources for MCP server development with Python.

looplens-mcp

An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.

MCP Connection Hub

A unified Model Context Protocol Gateway that bridges LLM interfaces with various tools and services, providing OpenAI API compatibility and supporting both synchronous and asynchronous tool execution.

bc-rig

MCP server for automating Microsoft Dynamics 365 Business Central web and mobile interfaces using Playwright and Android emulator.

mlb-api-mcp

Python MCP server that provides comprehensive access to MLB statistics and baseball data through a FastAPI-based interface. Acts as a bridge between AI applications and MLB data sources, enabling seamless integration of baseball statistics, game information, player data, and more.

FoxTrove Voice MCP Server

Public read-only MCP server for FoxTrove Voice, enabling LLMs to query call logs, customer records, assistant stats, and analytics via secure OAuth.

youtube-research-mcp

Enables researching YouTube channels and videos by listing uploads, reading transcripts, extracting frames, and searching, without needing a YouTube API key.

Sendable

Describe an app event — order_shipped, payment_failed — and Sendable writes the transactional email and sends it. Your data values are inserted verbatim, never rewritten.

its-just-ui MCP Server

Enables AI-powered generation, customization, and documentation of its-just-ui React components. Provides tools for component generation, theme management, form creation, responsive layouts, and accessibility guidance.

mcp-gen

Turn your typed TypeScript functions into an MCP server — tool, resource, and prompt schemas inferred from your types and JSDoc. No schema library, no decorators, no boilerplate.

AWS Pricing Calculator MCP Server

MCP server that provides tools for automating AWS Pricing Calculator estimate generation.

AI Code Toolkit

Enables AI coding agents to generate standardized code using scaffolding templates, enforce architectural patterns, and validate outputs programmatically. Supports creating projects from boilerplates and adding features to existing codebases while maintaining team conventions.

Zen MCP Server

Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities including extended reasoning, collaborative development, code review, and advanced debugging.

FinanceKit MCP

Provides AI agents with real-time financial market intelligence including stock quotes, crypto data, technical analysis, and portfolio insights. Enables natural language queries for current prices, technical indicators, asset comparisons, and portfolio analysis.

mcp-spacenews

Enables querying spaceflight news articles and data through the Spaceflight News API v4, with natural language question support via the ask_pipeworx tool.