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.

  • Meraki Magic MCP — Meraki Magic MCP is an MCP server that integrates Cisco's Meraki Dashboard API with Model Context Protocol clients such as Claude Desktop and Cursor. Built…
  • Memory-Plus — Memory-Plus is an MCP server that provides a lightweight, local Retrieval-Augmented Generation (RAG) memory store for AI agents across different coding sessions. It connects to…
  • Metabase Server — Metabase Server is an MCP server that connects AI assistants to Metabase instances via the Metabase API. Developed in TypeScript, it exposes business intelligence assets—such…
  • Memory MCP — memory-mcp is an MCP server that provides persistent memory management and context window caching for large language model conversations. It connects AI assistants directly to…
  • Merge MCP Server — Merge MCP Server is an MCP server that integrates the Merge Unified API with LLM providers using the Model Context Protocol. It allows software developers,…
  • Memory Custom : PouchDB — Memory Custom : PouchDB is an MCP server that integrates PouchDB document storage into the Model Context Protocol memory server. Built as a fork of…
  • Metabase MCP Server — Metabase MCP Server is an MCP server that connects Large Language Models to the Metabase business intelligence platform via its official API. Data analysts, engineers,…
  • Mention MCP Server — Mention MCP Server is an MCP server that connects AI assistants to the Mention social listening and web monitoring platform via the Mention API. Built…
  • Mermaid MCP Server — Mermaid MCP Server is an MCP server that converts textual Mermaid diagram code into PNG images or SVG files. It connects AI assistants and developer…
  • Meta Ads MCP — Meta Ads MCP is an MCP server that connects AI assistants directly to the Meta Ads API to manage campaigns across Facebook, Instagram, and other…
  • MemoryPlugin — MemoryPlugin is an MCP server that provides AI assistants with long-term memory, cross-session context, and knowledge retrieval across multiple platforms. It connects MCP-compatible clients such…
  • Memory Cache Server — Memory Cache Server is an MCP server that provides caching capabilities to reduce token consumption during repetitive or multi-turn language model interactions. The server acts…
  • Mesh Agent MCP Server — Mesh Agent MCP Server is an MCP server that connects AI assistants to the Heurist Mesh API network, providing access to decentralized Web3 data and…
  • Meta Mind — Meta Mind is an MCP server that enables language models to manage tasks, orchestrate structured workflows, and automatically archive project assets. Designed for developers, project…
  • Meta MCP Server — Meta MCP Server (also known as MCP Deck) is an MCP server that acts as an intelligent router and multiplexer for child Model Context Protocol…
  • Memvid — Memvid is an MCP server that encodes raw text chunks into compact video files and exposes them for semantic search. Built on top of the…
  • Meta Marketing API MCP Server — Meta Marketing API MCP Server is an MCP server that connects AI clients directly to Facebook and Instagram advertising accounts through the Meta Marketing API.…
  • MeshSeeks — MeshSeeks is an MCP server that coordinates a multi-agent mesh network designed to execute complex artificial intelligence coding tasks in parallel. Built as an extension…
  • Mermaid — Mermaid is an MCP server that generates and validates Mermaid diagrams and charts directly through AI assistants. It connects large language models to Mermaid rendering…
  • Mentor MCP — Mentor MCP is an MCP server that provides AI-powered mentorship to LLM agents by querying the Deepseek API for reasoning-driven reviews and recommendations. It connects…
  • Memory Pickle MCP — Memory Pickle MCP is an MCP server that provides session memory and project management capabilities for AI agents. It enables language model interfaces to track…
  • Mercado Pago — Mercado Pago is an MCP server that connects AI assistants and developer environments directly to Mercado Pago's payment APIs and developer platform. Designed for software…
  • Memory Custom — Memory Custom is an MCP server that extends the standard Model Context Protocol memory server to build and manage persistent knowledge graphs from language model…
  • MediaWiki — MediaWiki is an MCP server that enables large language models to interact directly with MediaWiki installations through the MediaWiki API using a designated bot user.…
  • AI Tools
  • Categories
  • Industries
  • CLI Coding Agents
  • MCP Servers
  • MCP Categories