Discover Awesome MCP Servers

codescan

Enables querying a Neo4j-based code graph for Python projects, providing tools for code structure, call graph, and test coverage analysis.

@cyanheads/reference-data-mcp-server

Look up countries, timezones, periodic table elements, physical constants, units, HTTP status codes, and MIME types via MCP. STDIO or Streamable HTTP.

Spryker Search Tool MCP Server

Provides natural language search capabilities for Spryker GitHub repositories, packages, and public documentation. It enables code-level searches across Spryker organizations to help developers find relevant modules and technical information.

Amadeus MCP Server

一个模型上下文协议服务器，连接到 Amadeus API，使 AI 助手能够搜索航班、分析价格、查找最佳旅行优惠以及规划多城市旅行。

MCP UI Glue Code Generator

Automates frontend integration by mapping messy API JSON responses to Vue or React Design System components, generating Zod schemas for type-safe data transformation with live UI previews in chat.

xianyu-buyer-mcp

Enables automating buyer-side workflows on Xianyu (Goofish) by searching products, sending individual or batch price inquiries, and retrieving seller responses through MCP tools.

pumperly-mcp

MCP server that exposes any Pumperly instance to LLMs, enabling real-time fuel price queries, station search, route planning, and geocoding.

Clockify MCP Server

A scoped MCP server for managing Clockify workspaces, offering read/write tools for clients, projects, tasks, tags, and time entries, with idempotent structure scaffolding and gated deletion.

Altaviz

Enables monitoring and managing multi-platform media buying accounts via natural language, detecting anomalies like creative fatigue and spend spikes, with AI-powered recommendations and a human-in-the-loop approval queue.

BackCrew FieldRoutes MCP Server

Enables AI assistants like Claude to read and optionally write data in FieldRoutes (formerly PestRoutes) using plain English, with read-only mode by default and granular safety profiles.

macuse

Connect AI with any macOS app. Deep integration with native apps like Calendar, Mail, Notes, plus UI control for all applications. Works with Claude, Cursor, Raycast, and any MCP-compatible AI.

SAP RFC MCP Server

An enterprise-grade MCP server that enables AI agents to execute SAP RFC functions and read business data securely through the Model Context Protocol.

MCP Scheduler

A robust task scheduler server built with Model Context Protocol for scheduling and managing various types of automated tasks including shell commands, API calls, AI tasks, and reminders.

Google Ads MCP Server (Fork with Write Tools)

Enables AI assistants to manage Google Ads accounts by providing tools for querying account data and performing write operations such as updating campaign budgets, statuses, and bidding strategies.

Xiaohongshu MCP Server

Enables automated interaction with Xiaohongshu (Little Red Book) social media platform through browser automation. Supports login management, status checking, and publishing text content with images to Xiaohongshu accounts.

lockbox-mcp

Enables AI coding agents to securely store and retrieve encrypted API keys via MCP tools.

MCP YouTube-DLP

Provides tools for downloading YouTube videos and audio using yt-dlp, enabling integration with AI assistants via MCP.

mcp-arcgis-indianriver

Enables searching and querying Indian River County, Florida open geospatial datasets (parcels, addresses, zoning, public works) through natural language or direct tool calls.

Saya

Enables agents to query team brain for memory, channels, decisions, skills, and readiness through a central remote MCP endpoint.

YNAB MCP Server

Enables interaction with You Need A Budget (YNAB) through their API, allowing users to manage budgets, accounts, categories, transactions, payees, and scheduled transactions through natural language.

MalwareAnalyzerMCP

A specialized MCP server for Claude Desktop that allows executing terminal commands for malware analysis with support for common analysis tools like file, strings, hexdump, objdump, and xxd.

AuthMCP Gateway

Secure MCP protocol proxy with OAuth2 + Dynamic Client Registration (DCR), JWT auth, RBAC, rate limiting, multi-server aggregation, and a monitoring/admin dashboard.

PanDA Gateway

A thin, stateless MCP routing layer that exposes a single Streamable HTTP endpoint and routes tool calls to upstream servers (e.g., Bamboo MCP, PanDA MCP) based on namespace prefixes, enabling unified access and tool catalog management.

Amazon All-in-One Scrape MCP

Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously conduct competitor ad audits, consumer sentiment analysis (VOC), and product optimization.

mealie-mcp-server

A MCP server for Mealie recipe management. Exposes 43 tools and 1 prompt for AI assistants to search, create, and manage recipes, meal plans, shopping lists, categories, and tags.

MessagesBridge

MCP server that lets ChatGPT search and read iMessage/SMS history, send one-at-a-time messages, and manage Contacts on your own Mac, with confirmations for any writes.

Personal Knowledge-Base MCP Server

A Personal Knowledge-Base MCP Server that provides semantic search over a student-owned document collection using MCP, Gemini embeddings, and Qdrant. It exposes tools for searching notes, retrieving full documents, and listing indexed sources.

MCP Tools

Provides context management and todo persistence with AI second opinions from ChatGPT and Claude. Enables saving code snippets, conversations, and todos across sessions with full-text search capabilities.

figma-mcp-flutter-test

使用 Figma MCP 服务器，在 Flutter 中重现 Figma 设计的实验性项目。

browser-use-native-windows

A Windows-only MCP server for controlling a real browser using native screenshots, Windows accessibility, and node-interception mouse/keyboard input, without CDP or Playwright.