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.

  • Translator AI — Translator AI is an MCP server and CLI utility that automates the translation of JSON internationalization (i18n) files using artificial intelligence providers. It connects software…
  • Treasure Data MCP Server — Treasure Data MCP Server is an MCP server that connects AI assistants to the Treasure Data customer data platform. Data analysts, engineers, and marketers use…
  • Trello MCP Server — Trello MCP Server is an MCP server that uses a Trello board as an external knowledge base to store, categorize, and retrieve technical notes, documentation,…
  • TripGo — TripGo is an MCP server that connects AI clients to the SkedGo TripGo API to deliver comprehensive transit, routing, and location services. Built for developers,…
  • Trino MCP Server — Trino MCP Server is an MCP server that connects AI assistants to the Trino distributed SQL query engine. Built using the official Python Model Context…
  • Trello — Trello is an MCP server that integrates Trello workspaces directly with AI hosts and model context protocol clients such as Claude Desktop and Cursor. It…
  • Topolograph MCP — Topolograph MCP is an MCP server that connects AI assistants and LLMs to the Topolograph API for OSPF, IS-IS, and BGP network topology analysis. Network…
  • Tauri MCP Server — Tauri MCP Server is an MCP server that provides tools for running, debugging, and interacting with Tauri v2 desktop applications. It connects Model Context Protocol…
  • Tally MCP Server — Tally MCP Server is an MCP server that provides AI assistants with secure access to Tally.so form management capabilities. It connects AI clients directly to…
  • Talk with Your Database — Talk with Your Database is an MCP server that enables AI clients to interact with relational databases using SQLAlchemy under the hood. Designed for developers,…
  • TaskFlow — TaskFlow is an MCP server that provides task management capabilities to Claude Desktop using FastMCP. Built primarily for developers, team leads, and individual contributors managing…
  • TaskMaster Todoist — TaskMaster Todoist is an MCP server that connects Cursor AI and Claude Desktop to the Todoist task management platform. Software developers, project managers, and technical…
  • Tana — Tana is an MCP server that connects AI assistants to Tana's Input API to create and manipulate content within Tana workspaces. Built for knowledge workers,…
  • Tailscale MCP Server — Tailscale MCP Server is an MCP server that connects AI assistants to the Tailscale API and local Tailscale command-line interface. Built for systems administrators, DevOps…
  • Task Orchestrator — Task Orchestrator is an MCP server that provides structured task breakdown, persistent memory, and automated documentation for AI-assisted software development. It connects developer environments such…
  • Taskade — Taskade is an MCP server that connects AI assistants to the Taskade workspace platform using the Model Context Protocol. Software engineers, project managers, and automated…
  • Symbolica MCP — symbolica-mcp is an MCP server that provides AI assistants with a containerized scientific computing environment equipped with Python libraries including NumPy, SciPy, SymPy, Pandas, and…
  • T-Invest MCP Server — T-Invest MCP Server is an MCP server that connects Model Context Protocol clients to the T-Invest REST API to access investment accounts, portfolio holdings, and…
  • Swift Tarot — Swift Tarot is an MCP server that provides tarot card drawing functionality, spread generation, and card asset access for AI assistants such as Claude Desktop.…
  • Tableau MCP — Tableau MCP is an MCP server that provides tools, resources, and prompts for AI applications interacting with Tableau Server and Tableau Cloud. Developed for BI…
  • Tabular MCP Server — Tabular MCP Server is an MCP server that connects LLM clients to local Tabular models running within Power BI Desktop. Designed for Power BI developers,…
  • Taeks MCP Server — Taeks MCP Server is an MCP server that provides an example implementation for running remote Model Context Protocol services on Cloudflare Workers without authentication. Built…
  • System Information MCP Server — System Information MCP Server is an MCP server that provides real-time host operating system metrics and hardware status directly to AI assistants. Built on FastMCP,…
  • SynapseForge — SynapseForge is an MCP server that provides tools for systematic AI experimentation and prompt A/B testing. It connects Model Context Protocol clients directly to testing…
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