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.

  • Web Browser MCP Server — Web Browser MCP Server is an MCP server that provides web browsing and targeted web scraping capabilities to AI models and assistants. Developed using Python,…
  • Web Fetch — Web Fetch is an MCP server that enables AI assistants to retrieve, render, and convert online content across the web. Developed in TypeScript using Playwright,…
  • Weather MCP — Weather MCP is an MCP server that provides United States weather information to AI assistants using the National Weather Service (NWS) API. The server connects…
  • Weather Union — Weather Union is an MCP server that provides real-time atmospheric measurements and air quality indices by connecting directly to the Weather Union API. Built for…
  • Weather API MCP Server — Weather API MCP Server is an MCP server that connects LLM clients to the QWeather (和风天气) API to retrieve real-time weather reports, extended forecasts, hourly…
  • Weaviate MCP Client — Weaviate MCP Client is an MCP server that connects LLM applications directly to a Weaviate vector database instance. Developed for developers and data teams, it…
  • Weather MCP Server — Weather MCP Server is an MCP server that provides real-time weather forecasts and meteorological alerts using the National Weather Service API. Built for developers, AI…
  • WayStation — WayStation is an MCP server that provides a unified remote gateway connecting AI assistants directly to productivity, task management, and knowledge applications. The server links…
  • Voiceroid Daemon Mcp — Voiceroid Daemon Mcp is an MCP server that connects Claude Desktop and other Model Context Protocol clients to VOICEROID2 via the voiceroid_daemon service. Software developers,…
  • Vulcan File Ops — Vulcan File Ops is an MCP server that provides local filesystem manipulation capabilities to desktop AI clients like Claude Desktop and Codex. It connects desktop…
  • Volume Wall Detector Mcp — Volume Wall Detector Mcp is an MCP server that provides real-time stock trading volume analysis, tracks market imbalances, and identifies critical price levels known as…
  • Waldur Mcp Server — Waldur Mcp Server is an MCP server that connects Claude Desktop to Waldur hybrid cloud and resource management instances using the Model Context Protocol. It…
  • Mcp Weather — Mcp Weather is an MCP server that provides hourly and daily weather forecasts to large language models using the AccuWeather API. Developers, conversational AI designers,…
  • Wazuh Mcp Server — Wazuh Mcp Server is an MCP server that integrates security monitoring and telemetry data from the Wazuh platform with local large language model clients. It…
  • Voyp Mcp — Voyp Mcp is an MCP server that integrates AI assistants with VOYP's automated calling infrastructure. It connects client applications like Claude Desktop and Goose directly…
  • Docs Vulnebify Com Mcp — Vulnebify MCP Server is an MCP server that connects AI assistants to Vulnebify, a cyber defense platform engineered to track and alert on software vulnerabilities…
  • Volatility3 Mcp — Volatility3 Mcp is an MCP server that connects LLM clients to Volatility3, the open-source memory forensics framework. Designed for security analysts, incident response teams, and…
  • Agent Vrm Mcp — Agent Vrm Mcp is an MCP server that provides text-to-speech generation and 3D avatar visualization by interfacing with the AgentVRM engine. Built with Python and…
  • Vscode Mcp Server — VS Code Settings MCP Server is an MCP server that provides Model Context Protocol clients with the ability to programmatically manage Visual Studio Code configuration.…
  • Mcp Wassenger — Mcp Wassenger is an MCP server that connects AI assistants to the Wassenger WhatsApp API, enabling automated messaging, chat management, and conversation analysis directly through…
  • Vrchat Mcp Osc — VRChat MCP OSC is an MCP server that connects AI assistants like Claude Desktop directly to VRChat via the Open Sound Control protocol. Virtual reality…
  • Wave Financial Mcp Server By Cdata — Wave Financial Mcp Server By Cdata is an MCP server that provides read-only access to live accounting and financial records from Wave Financial. Built on…
  • Mcp Walichat — Mcp Walichat is an MCP server that connects AI assistants to the WaliChat WhatsApp API platform. It enables support agents, business teams, and developers to…
  • Block Vscode Mcp — Block Vscode Mcp is an MCP server that enables AI assistants and autonomous coding agents to interface directly with Visual Studio Code via the Model…
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