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.

  • SwitchBot — SwitchBot is an MCP server that connects large language model interfaces to the official SwitchBot Open API. It is used by developers, home automation enthusiasts,…
  • Swift Package Index — Swift Package Index is an MCP server that connects AI assistants to the Swift Package Index directory to search for Swift packages, inspect repository metadata,…
  • Synechron Text2SQL MCP Server — Synechron Text2SQL MCP Server is an MCP server that provides natural language query interfaces for relational databases using large language models. It connects to multiple…
  • SwissArmyHammer — SwissArmyHammer is an MCP server that equips AI coding agents with a modular engineering multitool rather than a rigid pipeline. Built in Rust as a…
  • Synth MCP — Synth MCP is an MCP server that connects AI assistants like Claude Desktop to the Synth Finance API. Designed for financial analysts, developers, and personal…
  • SwitchBot MCP Server — SwitchBot MCP Server is an MCP server that enables users to interactively manage and operate SwitchBot smart home hardware using the official SwitchBot API. Designed…
  • System Resource Monitor MCP Server — System Resource Monitor MCP Server is an MCP server that provides AI assistants like Claude with real-time visibility into local host performance and operating system…
  • Tableau MCP Server — Tableau MCP Server is an MCP server that connects Claude Desktop to Tableau Server and Tableau Cloud environments. It enables data analysts and system administrators…
  • Symbolic Algebra MCP Server — Symbolic Algebra MCP Server is an open-source MCP server that connects large language models to the SymPy computer algebra library and EinsteinPy. Developed for researchers,…
  • Tableau Cloud — Tableau Cloud is an MCP server that provides tools for administering Tableau Cloud environments through Model Context Protocol clients. It connects directly to the Tableau…
  • Tachikoma Router Management MCP — Tachikoma Router Management MCP is an MCP server that connects LLM clients to network hardware to enable natural language network administration. Network engineers, system administrators,…
  • SynClub MCP Server — SynClub MCP Server is an MCP server that provides an interface to multi-modal generative AI APIs including text-to-speech, voice cloning, video creation, and image generation.…
  • Symphony of One — Symphony of One is an MCP server that coordinates multiple Claude instances to work collaboratively across shared workspaces and real-time chat environments. It connects Claude…
  • Synology MCP Server — Synology MCP Server is an MCP server that connects AI assistants directly to Synology NAS devices to manage storage and automated file operations. System administrators,…
  • Tabby-MCP-Server — Tabby-MCP-Server is an MCP server that integrates directly into the Tabby Terminal application as a plugin, exposing active terminal sessions through the Model Context Protocol.…
  • t-pane MCP Server — t-pane MCP Server is an MCP server that connects Claude to tmux sessions, enabling developers to execute terminal commands and manage shell panes directly within…
  • Taiga MCP Bridge — Taiga MCP Bridge is an MCP server that connects the Taiga project management platform with Model Context Protocol clients. Built for agile software teams, project…
  • TagoIO — TagoIO is an MCP server that connects AI assistants directly to your TagoIO IoT cloud account to manage devices, telemetry data, analyses, and platform dashboards.…
  • TabNews Integration — TabNews Integration is an MCP server that connects large language model interfaces to the TabNews platform API. Software developers, technology enthusiasts, and researchers use this…
  • System Diagnostics — System Diagnostics is an MCP server that provides comprehensive system diagnostics and monitoring capabilities for Ubuntu and Debian-based Linux environments. It connects AI assistants directly…
  • Swagger MCP Server — Swagger MCP Server is an MCP server that provides Model Context Protocol access to 32 Acceleronix PaaS OpenAPIs running on Cloudflare Workers. Built for developers…
  • Supavec — Supavec is an MCP server that enables AI assistants to search and retrieve embeddings and indexed file content from the Supavec vector platform. Built for…
  • SupaMCP Server — SupaMCP Server is an MCP server that converts any Supabase project into an AI-compatible tool interface via declarative JSON definitions. It connects directly to Supabase…
  • SurrealDB MCP Server — SurrealDB MCP Server is an MCP server that provides an interface for AI assistants to interact directly with a SurrealDB database instance. Built on the…
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