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.

  • Visidata Mcp — Visidata Mcp is an MCP server that provides access to VisiData tabular data operations along with automated statistical visualization and skills analysis tools. It connects…
  • Vmware Vsphere Mcp Server — VMware vSphere MCP Server is an MCP server that connects AI assistants to VMware vCenter Server REST APIs, exposing enterprise virtualization management tools directly to…
  • Voice Call Mcp Server — Voice Call MCP Server is an MCP server that enables AI assistants to initiate and manage two-way telephone calls using Twilio and OpenAI's GPT-4o Realtime…
  • Vibetest Use — Vibetest Use is an MCP server that runs automated QA testing on websites to detect UI bugs, broken links, accessibility issues, and technical problems. It…
  • Agent Toolkit — Agent Toolkit is an MCP server that integrates VideoDB's media infrastructure with AI tools and coding assistants. Designed for software developers, content automation engineers, and…
  • Vidu Mcp — Vidu MCP is an MCP server that provides access to Vidu's video generation models through applications supporting the Model Context Protocol, such as Claude Desktop…
  • Crazyrabbitltc Mcp Vibecoder — Crazyrabbitltc Mcp Vibecoder is an MCP server that provides a structured, LLM-based coding workflow for software development environments. It connects AI assistants directly to an…
  • Www Vlei Wiki Mcp — vLEI.wiki MCP is an MCP server that connects AI assistants to the vLEI and KERI knowledge base. Designed for decentralized identity engineers, compliance specialists, and…
  • Videocapture Mcp — Video Still Capture MCP is an MCP server that connects AI assistants to local webcams and video input devices using OpenCV. Designed for developers, computer…
  • Vibecoding Mcp — Vibecoding Mcp is an MCP server that integrates conversation-driven development workflows directly into AI-powered development environments. It connects IDEs like Cursor and Claude Desktop to…
  • Mcp Vnc — Mcp Vnc is an MCP server that enables AI agents to connect to and remotely control machines running a VNC server. Built for developers, system…
  • Voicemode — Voicemode is an MCP server that enables natural, bidirectional voice conversations with Claude Code and other Model Context Protocol clients. Built for developers and power…
  • Video Editing Mcp — Video Editing MCP is an MCP server that connects Large Language Model interfaces like Claude to the Video Jungle API and local video libraries. Designed…
  • Vixmcp.Ai.Bridge — Vixmcp.Ai.Bridge is an MCP server that exposes VMware VIX operations to AI assistants and automation workflows. Built on .NET 9.0, it bridges large language models…
  • Viso Mcp Server — Viso Mcp Server is an MCP server that connects AI assistants to the VISO TRUST third-party risk management platform. Designed for security teams, compliance officers,…
  • Voice Mcp — Voice Mcp is an MCP server that enables bi-directional voice conversations with Claude Code and other Model Context Protocol agents. It interfaces with local speech…
  • Victoriametrics Mcp Server — Victoriametrics Mcp Server is an MCP server that connects large language model interfaces to VictoriaMetrics time series databases. Built for DevOps engineers, site reliability teams,…
  • Mcp Vibecoder — Mcp Vibecoder is an MCP server that provides a structured software development workflow for LLM-based coding. It connects local development environments and MCP clients to…
  • Verodat Mcp Server — Verodat Mcp Server is an MCP server that provides an interface between Model Context Protocol clients and the Verodat AI Ready Data platform. It connects…
  • Verilator Mcp — Verilator MCP Server is an MCP server that integrates the Verilator hardware simulation tool with AI assistants. It connects local Verilator 5.0+ installations directly to…
  • Veeva Mcp Server By Cdata — Veeva Mcp Server By Cdata is an MCP server that enables Large Language Models to inspect schemas and query live data from Veeva Vault using…
  • Vercel MCP Server — Vercel MCP Server is an MCP server that provides an example implementation of Model Context Protocol endpoints deployed on Vercel using Next.js. Built primarily as…
  • Vercel Domains MCP — Vercel Domains MCP is an MCP server that enables AI assistants to query and inspect domain details registered or hosted on Vercel. It connects directly…
  • Vibe Check — Vibe Check is an MCP server that provides an automated oversight and sanity-check layer for AI agents to prevent reasoning lock-in, scope creep, and compounding…
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