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.

  • MCP Nomad Go — MCP Nomad Go is an MCP server that connects AI assistants to HashiCorp Nomad clusters. Written in Go, it allows DevOps engineers, site reliability engineers,…
  • MCP MS SQL Server — MCP MS SQL Server is an MCP server that provides a standardized Model Context Protocol interface for AI models to interact with Microsoft SQL Server…
  • MCP Memory Server — MCP Memory Server is an MCP server that integrates Claude Desktop with Azure Cosmos DB and OpenAI embeddings to provide a persistent memory and context…
  • MCP Memory Toolkit — MCP Memory Toolkit is an MCP server that provides persistent memory capabilities for Claude and other compatible assistants using ChromaDB. By interfacing directly with the…
  • MCP Neurolora — MCP Neurolora is an MCP server that provides code analysis, code collection, and automated documentation generation using the OpenAI API. It connects development environments and…
  • MCP MiniMax Music Server — MCP MiniMax Music Server is an MCP server that provides AI-powered audio and music generation using the MiniMax Music API through an AIML API endpoint.…
  • MCP NIF.PT — MCP NIF.PT is an MCP server that connects LLM clients to the Portuguese NIF.PT public API to retrieve and analyze corporate registry information across Portugal.…
  • MCP Naver News — MCP Naver News is an MCP server that connects AI assistants to the Naver News API, enabling automated search and retrieval of South Korean news…
  • MCP Mempool — MCP Mempool is an MCP server that exposes the mempool.space WebSocket and REST APIs to AI agents, LLM assistants, and external applications. Built using Python…
  • MCP Microsoft Office Bridge — MCP Microsoft Office Bridge is an MCP server that connects AI assistants like Claude to Microsoft 365 services through the Microsoft Graph API. It enables…
  • MCP Notification Server — MCP Notification Server is an MCP server that sends periodic notifications at fixed intervals of every 10 seconds. Built around the Model Context Protocol, it…
  • MCP Neo4j Server — MCP Neo4j Server is an MCP server that provides an integration between the Neo4j graph database and Model Context Protocol clients like Claude Desktop. It…
  • MCP NPX Fetch — MCP NPX Fetch is an MCP server that retrieves online resources and transforms web content into structured formats including HTML, JSON, Markdown, and plain text.…
  • MCP OCR Server — MCP OCR Server is an MCP server that provides optical character recognition capabilities by connecting language models directly to the Tesseract OCR engine. Software engineers,…
  • MCP Notify Server — MCP Notify Server is an MCP server that sends desktop notifications accompanied by audio alerts when AI agents complete tasks. Built on standard Model Context…
  • MCP Notes — MCP Notes is an MCP server that provides note-taking and note-management capabilities to AI models using Amazon Web Services DynamoDB as the storage backend. It…
  • MCP Music Analysis — MCP Music Analysis is an MCP server that enables AI clients like Claude to inspect and process sound recordings using the Python librosa library. It…
  • MCP Kubernetes Server — MCP Kubernetes Server is an MCP server that provides tools for managing and inspecting Kubernetes clusters directly through Large Language Models. Built with Python and…
  • MCP Knowledge Base — MCP Knowledge Base is an MCP server that processes local documents and answers queries based on their contents through similarity search. It connects directly to…
  • MCP Marvel Rivals — MCP Marvel Rivals is an MCP server that provides access to Marvel Rivals game data through a standardized interface. It connects AI assistants directly to…
  • MCP Memory Keeper — MCP Memory Keeper is an MCP server that provides persistent context management and memory storage for Claude AI coding assistants. It connects Claude Code or…
  • MCP Media Player — MCP Media Player is an MCP server that exposes playback controls for Home Assistant media players to AI agents. It connects directly to Home Assistant…
  • MCP LLM Integration Server — MCP LLM Integration Server is an MCP server that connects local Large Language Model runtimes with Model Context Protocol clients like Claude Desktop, Continue.dev, and…
  • MCP Media Processing Server — MCP Media Processing Server is an MCP server that connects AI assistants like Claude Desktop to local media manipulation utilities, specifically FFmpeg and ImageMagick. Built…
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