Model Context Protocols (MCPs)

Browse Model Context Protocol (MCP) servers and integrations.

Model Context Protocol (MCP) servers are standardized interfaces that allow large language models and AI agents to securely interact with external systems, tools, and data stores. Instead of relying on bespoke integrations, an MCP server exposes defined tools, resources, and prompts over a unified protocol. This architecture enables AI coding assistants, desktop agents, and autonomous workflows to query databases, manipulate local files, execute terminal commands, and call external APIs with fine-grained control.

This directory catalogs 1186 active MCP servers structured across 20 functional domains. Developers can browse servers organized by target environment and capability, including Databases & Data Stores for querying relational and vector backends, Developer Tools & Code Intelligence for IDE enhancements, and DevOps, CI/CD & Version Control for deployment automation. Additional domains include Cloud & Infrastructure, Security & Compliance, Browser & Web Automation, AI Memory & Context, and Files, Documents & PDFs. Each category groups servers designed to grant models access to specific operational layers without requiring custom middleware.

Selecting the right MCP server depends on your client environment, transport protocol, and execution runtime. First, confirm compatibility with your AI client, such as Claude Desktop, Cursor, Windsurf, or custom agent runtimes built on the MCP SDK. Second, inspect the server transport type; most run locally over standard input/output (stdio), while others operate remotely via Server-Sent Events (SSE) or WebSockets. Finally, evaluate the required permission scopes and authentication mechanisms. Production workflows benefit from servers that enforce read-only modes or explicit confirmation prompts prior to executing destructive actions on your infrastructure.

Compare the top MCP servers

MCP serverWhat it connects toTypeRepository
Momento MCP ServerMomento MCP Server is an MCP server that provides an interface to Momento's serverless caching service for AI agents andUnknownhttps://github.com/momentohq/mcp-momento
Memory-PlusMemory-Plus is an MCP server that provides a lightweight, local Retrieval-Augmented Generation (RAG) memory store for AI agents across differentOpen Sourcehttps://github.com/Yuchen20/Memory-Plus
O'RLY Book Cover GeneratorO'RLY Book Cover Generator is an MCP server that produces O'RLY parody book covers and displays the generated images directlyUnknownhttps://github.com/charleshberlin/O-RLY-Book-Generator
Turso CloudTurso Cloud is an MCP server that integrates Turso databases with large language models through a secure two-level authentication model.Unknownhttps://github.com/spences10/mcp-turso-cloud
Tushare MCPTushare MCP is an MCP server that connects AI assistants like Claude Desktop and Cursor to financial market data fromUnknownhttps://github.com/buuzzy/tushare_MCP
Slack MCP Client in GoSlack MCP Client in Go is an MCP client and Slack bot bridge that connects Slack conversations directly to ModelOpen Sourcehttps://github.com/tuannvm/slack-mcp-client
Mcp VmsMcp Vms is an MCP server that connects AI assistants to a Video Management Software CCTV recording program to inspectUnknownhttps://github.com/jyjune/mcp_vms
MCP NotesMCP Notes is an MCP server that provides note-taking and note-management capabilities to AI models using Amazon Web Services DynamoDBUnknownhttps://github.com/9Ninety/MCPNotes
Mermaid-MCPMermaid-MCP is an MCP server that generates production-ready Mermaid architecture diagrams, charts, and visualizations from natural language descriptions. It connectsUnknownhttps://github.com/Narasimhaponnada/mermaid-mcp
pg-aiguidepg-aiguide is an MCP server that connects AI coding assistants to version-aware PostgreSQL documentation, ecosystem manuals, and curated database engineeringUnknownhttps://github.com/timescale/pg-aiguide

What is an MCP server?

An MCP server is an application that implements the Model Context Protocol to expose data, tools, and prompts to AI assistants. It standardizes how models read external context and trigger actions in external systems.

Which clients support MCP servers?

Clients supporting MCP include Claude Desktop, Cursor, Windsurf, Continue, and various open-source autonomous agent frameworks that implement the Model Context Protocol client specifications.

Are MCP servers free or paid?

The majority of MCP servers are open-source and free to run locally. However, some servers interface with third-party commercial APIs, cloud providers, or proprietary platforms that require paid subscriptions or API keys.

How can developers submit a new MCP server?

Developers can submit a server by providing its repository link, documentation, supported transport protocols (stdio or SSE), license type, and category classification through the FastPedia submission form.

How are MCP listings ranked in the directory?

Listings are ranked using objective criteria, including repository maintenance activity, implementation completeness, documentation quality, community usage signals, and protocol compliance.

Are MCP servers safe to run locally?

MCP servers execute locally with the permissions of the host environment. Users should inspect server source code, verify required file system and network privileges, and configure client-side approval prompts before granting execution rights.

  • YepCode — The YepCode MCP server acts as a powerful bridge that gives AI assistants the ability to execute the code they generate in a safe and…
  • XPath MCP Server — The XPath MCP Server acts like a high-precision search tool for structured documents. Instead of forcing an AI to read through a whole mess of…
  • Xpoz MCP — Xpoz MCP acts as a bridge between AI assistants and the vast world of social media, allowing agents to "read" and analyze platforms like X…
  • YApi — The mcp-server-yapi serves as a smart bridge that allows developers to manage their API documentation and project structures using simple, natural language. Instead of manually…
  • YCloud WhatsApp API — The YCloud WhatsApp API MCP server acts as a powerful bridge that allows AI assistants, such as Claude, to communicate directly through WhatsApp. In simple…
  • YAPI MCP PRO — YAPI MCP PRO acts as a smart bridge between the YApi interface management platform and AI-powered coding tools like Cursor or Claude. In the simplest…
  • Yapi — The Yapi MCP server acts as a bridge between AI assistants and the Yapi API management platform, making it easy to interact with API documentation…
  • Yachtsy MCP Server — The Yachtsy MCP server acts as a specialized bridge between AI assistants and the world of sailing, making it easy to search, compare, and track…
  • YAGMS — YAGMS, which stands for "Yet Another Gmail MCP Server," acts as a bridge between an AI assistant and a Gmail account. In simple terms, it…
  • Yandex Tracker — The Yandex Tracker MCP server acts as a bridge between AI assistants and the Yandex Tracker project management platform. In simple terms, it allows tools…
  • YAPI MCP Server — The YAPI MCP Server acts as a bridge between AI assistants and the YAPI platform, a popular tool for managing and documenting API interfaces. In…
  • Yahoo Finance — The Yahoo Finance MCP server acts as a digital bridge between AI models and the world of finance, allowing an assistant to look up real-time…
  • YaCy MCP Server — The YaCy MCP Server acts as a bridge between AI assistants and a private, decentralized web search engine. Instead of relying on traditional, centralized search…
  • Yargı MCP — Yargı MCP acts as a specialized bridge that allows AI assistants to navigate the complex world of Turkish law. Instead of users manually searching through…
  • Yellhorn Mcp — Yellhorn MCP acts like a highly organized project manager for software developers working with AI. It takes a developer's idea or task and turns it…
  • XTQuantAI — XTQuantAI acts as a bridge between professional quantitative trading and the world of artificial intelligence. It allows AI assistants to directly interact with the XTQuant…
  • Yazio MCP — This MCP acts as a bridge between an AI assistant and a personal health journey, allowing users to interact with their Yazio nutrition data through…
  • Yandex Browser Tabs — This MCP server acts as a remote controller for Yandex Browser, allowing AI models to interact with web tabs just like a human would. It…
  • WSLSnapit-MCP — WSLSnapit-MCP is a handy tool that lets AI assistants "see" what’s happening on a Windows computer, even if they are running inside a Linux-based environment…
  • WRG MCP Server — The WRG MCP Server acts as a specialized digital architect for first-person shooter (FPS) game development, handling the complex physics of how weapons "kick" when…
  • x64dbgMCP — x64dbgMCP acts as a powerful bridge that connects artificial intelligence with the intricate world of software debugging. In simple terms, it allows developers and security…
  • Xcode — This MCP server acts as a powerful bridge between Apple’s Xcode development environment and AI assistants like Claude. It allows developers to manage their iOS…
  • XcodeProj MCP Server — The XcodeProj MCP Server acts as a digital bridge that allows AI assistants to understand and interact with Apple development projects just like a human…
  • Xiaohongshu Search & Comment — This tool acts as a friendly digital assistant for Xiaohongshu, one of the world's most popular social media and e-commerce platforms. In simple terms, it…
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