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.

  • Singapore Location Intelligence MCP — Singapore Location Intelligence MCP is an MCP server that connects large language model interfaces to Singapore public transport systems, geospatial services, and local meteorological data.…
  • Sistema de Predicción Energética con IA — Sistema de Predicción Energética con IA is an MCP server that provides domestic energy consumption forecasting and analysis directly within Model Context Protocol clients like…
  • Skrapr — Skrapr is an MCP server that enables AI agents to autonomously navigate websites and extract structured information according to defined JSON schemas. It connects MCP…
  • SimpleDB MCP — SimpleDB MCP is an MCP server that enables AI clients to securely access and explore relational databases and enterprise data sources, including MySQL, PostgreSQL, Salesforce,…
  • SJ RedM MCP Server — SJ RedM MCP Server is an MCP server that provides RedM and Red Dead Redemption 3 modding resources to AI assistants. It connects directly to…
  • Sitecore MCP server — Sitecore MCP server is an MCP server that provides AI assistants with direct read and write access to Sitecore content management systems. Built for developers,…
  • Simple OpenStack MCP — Simple OpenStack MCP is an MCP server that allows large language models to execute OpenStack command-line interface commands directly within a configured infrastructure environment. Built…
  • SiteBay — SiteBay is an MCP server that connects Claude and other Model Context Protocol clients directly to the SiteBay WordPress hosting platform. Built for web developers,…
  • Sketchfab — Sketchfab is an MCP server that connects AI assistants like Claude Desktop and Cursor to Sketchfab's 3D model platform. Built for 3D artists, game developers,…
  • Simple MCP Tool Server — Simple MCP Tool Server is an MCP server that provides tools for fetching web content and querying local documentation over Server-Sent Events (SSE) transport. Built…
  • SimpleChatJS — SimpleChatJS is an MCP server that connects desktop chat workflows to the Model Context Protocol ecosystem and diverse language model providers. Built with vanilla JavaScript,…
  • Simple PostgreSQL MCP Server — Simple PostgreSQL MCP Server is an MCP server that connects AI assistants directly to PostgreSQL relational databases. Developed by Netanel Bollag, it serves as both…
  • SimpleLocalize — SimpleLocalize is an MCP server that integrates the SimpleLocalize translation management system directly into Model Context Protocol compatible developer tools and editors. Designed for software…
  • Siri Shortcuts — Siri Shortcuts is an MCP server that exposes macOS Shortcuts functionality to Model Context Protocol clients. It connects directly to the native macOS Shortcuts app…
  • Simtheory — Simtheory is an MCP server that connects enterprise environments and large language models to internal data sources and operational tools. Designed for enterprise teams, business…
  • Simple Voice MCP Server — Simple Voice MCP Server is an MCP server that provides text-to-speech audio playback from text prompts across multiple voice models. It connects Model Context Protocol…
  • Simplenote MCP Server — Simplenote MCP Server is an MCP server that connects Claude Desktop and other Model Context Protocol clients directly to Simplenote. It serves developers, researchers, and…
  • Singapore LTA MCP Server — Singapore LTA MCP Server is an MCP server that connects large language model interfaces to Singapore's Land Transport Authority (LTA) DataMall service. Designed for commuters,…
  • Simple Memory MCP — Simple Memory MCP is an MCP server that provides persistent memory storage and retrieval for AI assistants using a local database. It connects MCP-compatible clients…
  • Shioaji MCP Server — Shioaji MCP Server is an MCP server that connects AI assistants to the SinoPac Securities Shioaji trading API. Built for retail traders, quantitative developers, and…
  • SignalK MCP Server — SignalK MCP Server is an MCP server that provides AI assistants with read-only access to SignalK marine data systems. It connects large language model interfaces…
  • Shufersal MCP Server — Shufersal MCP Server is an MCP server that connects large language model clients to the Shufersal online shopping platform via Puppeteer browser automation. Designed for…
  • Sherlog MCP Server — Sherlog MCP Server is an MCP server that provides a persistent IPython shell per session for data analysis, log processing, and multi-agent workflows. It connects…
  • Shodan MCP Server — Shodan MCP Server is an MCP server that connects AI assistants to the Shodan search engine and CVE vulnerability databases. Developed by Cyreslab.ai, it enables…
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