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.

  • Valyu — Valyu is an MCP server that integrates Valyu's knowledge retrieval and feedback APIs into Model Context Protocol environments. It connects language models directly to proprietary…
  • Vedit-MCP — Vedit-MCP is an MCP server that provides video editing tools to AI agents using standard natural language requests. It connects local video manipulation workflows with…
  • Vibe Math MCP — Vibe Math MCP is an MCP server that brings high-performance mathematical computation to LLMs using Python scientific libraries. Built on Polars, Pandas, NumPy, SciPy, and…
  • Vestige MCP — Vestige MCP is an MCP server that provides access to comprehensive decentralized finance analytics and blockchain data across the Algorand ecosystem through the Vestige API.…
  • Vectorize — Vectorize is an MCP server that connects AI assistants directly to the Vectorize data platform for vector retrieval, file extraction, and deep research workflows. Designed…
  • VectorMCP — VectorMCP is an MCP server and Ruby gem that implements the Model Context Protocol server specification to expose application tools, resources, and prompt templates to…
  • Vast.ai — Vast.ai is an MCP server that integrates Vast.ai's cloud GPU rental marketplace directly into MCP-compatible clients. It connects to the Vast.ai API and local SSH…
  • Vibe Coder — Vibe Coder is an MCP server that connects external AI models via OpenRouter to software development workflows, codebase mapping, and requirements generation. It acts as…
  • VFX MCP — VFX MCP is an MCP server that provides video processing and editing capabilities to large language models through FFmpeg bindings. Built using FastMCP and ffmpeg-python,…
  • Vibe Stack MCP — Vibe Stack MCP is an MCP server that guides developers through selecting modern, production-ready technology stacks tailored to their software requirements. Built using FastMCP, the…
  • Vertica MCP Server — Vertica MCP Server is an MCP server that provides AI assistants with read-only database query execution and schema discovery for Vertica analytics environments. Built for…
  • vcpkg Package README MCP Server — vcpkg Package README MCP Server is an MCP server that connects AI assistants to the vcpkg C and C++ dependency ecosystem. Built for software engineers…
  • vHAL MCP Server — vHAL MCP Server is an MCP server that provides tools for exploring, searching, and implementing Android Vehicle Hardware Abstraction Layer (vHAL) documentation and source code.…
  • Vibe Worldbuilding MCP — Vibe Worldbuilding MCP is an MCP server that provides Claude with a complete pipeline for building rich fictional worlds, taxonomies, and cross-referenced lore. Designed for…
  • Vault MCP — Vault MCP is an MCP server embedded directly as an Obsidian desktop plugin that allows AI clients to interact directly with Markdown notes and vault…
  • Vapi MCP Server — Vapi MCP Server is an MCP server that connects AI assistants directly to Vapi's voice AI platform using standardized function calls. Designed for software developers,…
  • VeyraX — VeyraX is an MCP server that provides a unified gateway connecting AI assistants and development environments to over 100 API integrations and UI components managed…
  • Veri5ight — Veri5ight is an MCP server that enables chat-based interaction with Ethereum nodes directly through AI assistants like Claude. It connects to an Ethereum JSON-RPC endpoint,…
  • Unified MCP Client Library — Unified MCP Client Library is an MCP server that bridges Model Context Protocol environments with modern TypeScript application stacks and large language model development frameworks.…
  • Unbundle OpenAPI MCP Server — Unbundle OpenAPI MCP Server is an MCP server that enables AI assistants to manipulate, split, and extract components from OpenAPI specifications using Redocly CLI. Built…
  • Umami MCP Server — Umami MCP Server is an MCP server that connects self-hosted Umami Analytics or Umami Cloud instances to AI assistants and development environments. It allows website…
  • Unimus MCP Server — Unimus MCP Server is an MCP server that provides read-only integration with the Unimus network configuration management system. Built for network engineers, system administrators, and…
  • UniProt MCP Server — UniProt MCP Server is an MCP server that provides AI assistants direct access to protein data from the UniProt database. Built using the Model Context…
  • Unified MCP Suite — Unified MCP Suite is an MCP server that bundles modular tools for web search, media handling, and document generation into unified workflows for AI assistants.…
  • AI Tools
  • Categories
  • Industries
  • CLI Coding Agents
  • MCP Servers
  • MCP Categories