Discover Awesome MCP Servers

ecommerce-sourcing-mcp-ai

Automates cross-platform e-commerce sourcing between JD and Taobao using AI-driven browser automation to search, extract product details, compare prices, and identify profitable arbitrage opportunities.

Excel Explorer

An MCP server that allows LLMs to read, analyze, and interact with Excel files through file operations, data discovery, and comprehensive analysis tools.

Yahoo Finance MCP Server

Real-time stock market data for Claude Desktop and any MCP-compatible client, powered by Yahoo Finance.

Kodit

A Code Indexing MCP Server that connects AI coding assistants to external codebases, providing accurate and up-to-date code snippets to reduce mistakes and hallucinations.

Telegram MCP Server

A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It exposes Telegram account, chat, message, contact, media, folder, and admin operations through the Model Context Protocol using Telethon.

FastMCP Science Demo

Exposes science functions like generating random points and plotting sine waves as MCP tools.

Next.js MCP Server

A template MCP server built with Next.js using the Vercel MCP Adapter. Provides a framework for deploying MCP servers with custom tools, prompts, and resources on Vercel with SSE transport support.

Shelf-MCP

Manage a personal library of books, movies, TV shows, and games via Claude, with the ability to add items by photographing a shelf.

Jira Universal MCP Server

Provides a standardized interface for interacting with Jira's tools and services through a unified API.

osrs-calc-mcp

Provides read-only access to OSRS Calc's skill calculators, training plans, FAQ, and official links for Old School RuneScape planning.

SuprSend MCP Server

Manage your entire notification infrastructure using natural language. Trigger workflows, create users, manage preferences, update tenant branding, and access docs — all from Cursor, Claude Desktop, or Windsurf. 24 tools covering email, SMS, push, WhatsApp, Slack, MS Teams, and in-app notifications.

GameMaker Documentation MCP Server

Provides programmatic access to GameMaker Language (GML) documentation through MCP tools for function lookup, documentation search, and comprehensive coding guidance. Includes built-in GameMaker documentation with no additional setup required.

MetaTrader5 MCP Server

Enables trading on MetaTrader5 platform via MCP, including account management, order placement, market data, technical indicators, and signal tools.

agent-browser-ga MCP

Enables AI agents to interact with a user's real Chrome browser tabs, executing JavaScript, reading cookies, and making fetch requests within authenticated sessions.

Databricks MCP Server App

Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

notebooklm-mcp-2026

MCP server for querying Google NotebookLM notebooks, enabling AI assistants to list notebooks, read sources, and ask questions about them.

architecture-pattern-mcp

Provides architecture design expertise to AI coding agents, analyzing requirements, selecting architecture patterns, generating concrete designs, and evaluating quality attributes.

fd-cn-report

An MCP server for Chinese financial reports, providing 44 tools to resolve companies, list/retrieve filings, extract report sections, run AI-based indicator extraction, search via Elasticsearch, and browse a 21,698-rule industry rules dashboard.

MCP Odoo Shell

A bridge server that provides access to an Odoo shell environment, allowing execution of Python code within an Odoo database context for model introspection and database operations.

mcp-semrush

Enables SEO analytics via the Semrush Analytics API, allowing AI agents to query Semrush data through natural language.

MCP SDD Server

An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development with automated workflow guidance and quality checks.

dev-chrome-monitor

Enables interaction with Chromium browser instances through Puppeteer for inspecting dev builds, capturing screenshots, and automating UI interactions. Features permission-gated tools for secure browser navigation, DOM manipulation, and JavaScript evaluation.

MCP Email Service

Enables multi-account email management with AI-powered monitoring, intelligent filtering, and automated notifications across multiple platforms including Gmail, Outlook, QQ Mail, and 163 Mail.

discord-mcp

Control your Discord server with AI. Lets you manage channels, roles, members, messages, and more through natural language.

dsh-plugin-chatcut

MCP server that integrates ChatCut's video editing tools into DeepSeek Harness, enabling AI-powered video editing through natural language, including transcript-based edits, captions, motion graphics, and exports.

guardrails-mcp-server

MCP server for AI agent security guardrails. Provides input validation, prompt injection detection, PII redaction, output filtering, policy enforcement, rate limiting, and comprehensive audit logging.

ms-fabric-mcp-server

Enables AI agents to interact with Microsoft Fabric by exposing tools for managing workspaces, notebooks, SQL queries, pipelines, and Livy Spark sessions. It provides a comprehensive set of operations for data engineering and analytics tasks using standard Azure authentication.

constraints-registry-mcp

A single, queryable source of engineering constraints that coding agents consult at code-generation time, exposed over an MCP server.