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
Qlik CloudQlik Cloud is an MCP server that connects large language model clients to the Qlik Cloud API to query analyticsUnknownhttps://github.com/jwaxman19/qlik-mcp
RewindDBRewindDB is an MCP server that interfaces with the local Rewind.ai SQLite database to expose recorded audio transcripts and opticalUnknownhttps://github.com/pedramamini/RewindMCP
Volatility3 McpVolatility3 Mcp is an MCP server that connects LLM clients to Volatility3, the open-source memory forensics framework. Designed for securityOpen Sourcehttps://github.com/Kirandawadi/volatility3-mcp
Rhombus MCP ServerRhombus MCP Server is an MCP server that integrates the Rhombus physical security and surveillance API with LLM clients likeUnknownhttps://github.com/RhombusSystems/rhombus-node-mcp
RoutineRoutine is an MCP server that connects AI assistants like Claude Desktop to the Routine desktop productivity application. Designed forUnknownhttps://github.com/routineco/mcp-server
QuantConnectQuantConnect is an MCP server that bridges large language models like Claude and OpenAI models to the QuantConnect cloud algorithmicUnknownhttps://github.com/QuantConnect/mcp-server
RowanRowan is an MCP server that integrates LLM-based assistants with the Rowan computational chemistry platform. Designed for computational chemists, medicinalUnknownhttps://github.com/k-yenko/rowan-mcp
PDF ToolsPDF Tools is an MCP server that provides document manipulation utilities directly to large language models through the Model ContextUnknownhttps://github.com/hanweg/mcp-pdf-tools
PHP MCP Server for LaravelPHP MCP Server for Laravel is an MCP server that exposes Laravel application functionality as standardized Model Context Protocol tools,Open Sourcehttps://github.com/php-mcp/laravel
Python MSSQL MCP ServerPython MSSQL MCP Server is an open source Model Context Protocol server that connects AI clients to Microsoft SQL ServerOpen Sourcehttps://github.com/amornpan/py-mcp-mssql

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.

  • Memory Bank MCP — Memory Bank MCP is an MCP server that provides remote memory bank management for AI assistants and context-driven workflows. Designed to connect Model Context Protocol…
  • MCPOmni Connect — MCPOmni Connect is an MCP server that acts as a universal gateway and execution harness linking AI models, local Python utilities, and multiple external MCP…
  • MCPlayerOne — MCPlayerOne is an MCP server that connects AI assistants to an interactive synthwave text and maze-crawling adventure engine. Built with Next.js and Langflow, the server…
  • mcp.shop — mcp.shop is an MCP server that provides an e-commerce platform implementation using WorkOS AuthKit and Next.js. It connects an MCP-compatible assistant directly to a functioning…
  • MCPR — MCPR is an MCP server that exposes R functions and statistical scripts to AI assistants via the Model Context Protocol. Built as an R package,…
  • mcpo+OpenWebUI — mcpo+OpenWebUI is an MCP server proxy that converts Model Context Protocol tools into OpenAPI-compatible HTTP servers. It connects standard MCP servers, Server-Sent Events (SSE) servers,…
  • MCPatterns — MCPatterns is an MCP server that stores and retrieves personalized coding patterns from a local JSONL file. It connects Large Language Model clients directly to…
  • MCP‑Stack — MCP-Stack is an MCP server orchestration project that packages ten distinct Model Context Protocol services into a unified Docker Compose environment. It connects AI development…
  • mcpGW — mcpGW is an MCP server that acts as a gateway and proxy designed to simplify how applications connect with and orchestrate multiple tools. Derived from…
  • MCPilot — MCPilot is an MCP server and gateway built on FastAPI that federates multiple Model Context Protocol servers and converts existing REST APIs into MCP-compliant tools.…
  • mcp4gql — mcp4gql is an MCP server that acts as a bridge, allowing MCP clients to interact directly with any target GraphQL API. Built with Node.js and…
  • mcproc — mcproc is an MCP server that bridges the gap between AI agent development and local command-line workflows by managing background processes. It connects AI coding…
  • MCPJam Inspector — MCPJam Inspector is an open-source testing, inspection, and evaluation platform for developers building Model Context Protocol servers. It connects to servers running over STDIO, SSE,…
  • MCPfinder — MCPfinder is an MCP server that provides AI agents with on-demand discovery, installation, and management of new capabilities across Model Context Protocol ecosystems. Built using…
  • MCPControl — MCPControl is an MCP server that provides programmatic control over the Windows operating system for AI models. It connects client interfaces like Claude to native…
  • mcp2mqtt — mcp2mqtt is an MCP server that bridges Model Context Protocol clients with Internet of Things devices and hardware controllers over MQTT broker networks. It connects…
  • mcpdoc — mcpdoc is an MCP server that enables AI assistants to access website documentation formatted according to the llms.txt standard over the Model Context Protocol. It…
  • MCPApp — MCPApp is an MCP server and network framework that enables AI applications to access Google Workspace data and external services directly via Google Apps Script.…
  • MCP.science — MCP.science is an MCP server suite that connects large language models and AI clients to specialized scientific tools, computation engines, and research databases. Developed by…
  • MCPComputerUse — MCPComputerUse is an MCP server that provides native desktop automation on Windows 10 and 11 via direct Windows API integration. Built in C# on .NET…
  • mcp4eda — mcp4eda is an MCP server collection that integrates electronic design automation (EDA) tools into Model Context Protocol clients like Claude Desktop. It connects LLM-driven environments…
  • mcpcodeserver — mcpcodeserver is an MCP server that transforms Model Context Protocol tool calling into sandboxed TypeScript program generation and execution. Acting as a proxy client, it…
  • MCPHost — MCPHost is an MCP host and CLI application that enables Large Language Models to interact with external tools through the Model Context Protocol. It acts…
  • MCP-Zentao — MCP-Zentao is an MCP server that provides an API integration for the Zentao (禅道) project management system. Software engineers, QA testers, and project managers using…
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