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.

  • MCPunk — MCPunk is an MCP server that enables developers to explore and understand local codebases through direct conversation without using vector embeddings. It connects an MCP-compatible…
  • MCPShell — MCPShell is an MCP server that provides a bridge for large language models to execute command-line tools and operating system shell commands under strict security…
  • MemFlow MCP — MemFlow MCP is an MCP server that connects Model Context Protocol clients like Claude Desktop to an external Memory Bank API for persistent context storage.…
  • Meilisearch — Meilisearch is an MCP server that connects LLM clients directly to Meilisearch instances for automated full-text and semantic search operations. Designed for software developers, data…
  • MD-PDF MCP Server — MD-PDF MCP Server is an MCP server that provides two-way document conversion tools between Markdown and PDF formats. It connects an AI agent running in…
  • Membase MCP — Membase MCP is an MCP server that provides a decentralized memory and context layer for AI agents powered by Unibase. It connects client applications to…
  • Medical Research MCP Suite — Medical Research MCP Suite is an MCP server that connects large language model clients directly to ClinicalTrials.gov, PubMed, and the FDA databases. Designed for clinical…
  • Memory — Memory is an MCP server that provides a persistent, knowledge graph-based storage layer for AI assistants like Claude across separate sessions. It connects LLM clients…
  • MD PDF MCP — md-pdf-mcp is an MCP server that converts Markdown content into styled PDF documents using VS Code styling rules alongside Python's ReportLab rendering engine. Designed for…
  • Medical MCP — Medical MCP is an MCP server that provides access to authoritative health and medical datasets directly within AI coding environments like Claude Desktop and Cursor.…
  • Mealie — Mealie MCP Server is an MCP server that connects AI assistants like Claude Desktop directly to a running Mealie recipe database instance. Built for home…
  • mcprouter — mcprouter is an MCP server that acts as a proxy to route client requests to remote MCP servers. Built for developers and teams using Model…
  • medRxiv — medRxiv is an MCP server that connects AI assistants to medRxiv, the preprint repository for health sciences. Built with FastMCP, it allows researchers, epidemiologists, clinicians,…
  • Meme MCP Server — Meme MCP Server is an MCP server that connects large language model interfaces to the ImgFlip API for automated meme creation. Built for content creators,…
  • Mem0 MCP — Mem0 MCP is an MCP server that integrates with Mem0.ai to provide persistent memory capabilities for LLMs and AI agents across sessions. It connects LLM…
  • MediaWiki MCP Server — MediaWiki MCP Server is an MCP server that enables LLM clients to interact with any MediaWiki installation using the Model Context Protocol. Built for researchers,…
  • MemGPT MCP Server — MemGPT MCP Server is an MCP server that provides a persistent conversation memory system for large language models across multiple external model providers. It connects…
  • MediaSage — MediaSage is an MCP server that tracks movies, books, and TV shows while generating personalized cross-media recommendations directly inside LLM clients. The server interfaces with…
  • MCPStore — MCPStore is an enterprise-grade MCP tool management solution and server built with Rust that simplifies AI agent tool integration, service lifecycle management, and system monitoring.…
  • Memex Targeted Search Server — Memex Targeted Search Server is an MCP server that provides targeted retrieval across local Memex conversation records and project workspaces. It connects directly to local…
  • MCPSwift — MCPSwift is an MCP server framework that allows developers to create custom Model Context Protocol servers natively in Swift. It connects Swift-based application logic, system…
  • Memento MCP — Memento MCP is an MCP server that provides large language models with persistent, long-term ontological memory by interfacing with a Neo4j graph database. Software engineers,…
  • Md2svg — Md2svg is an MCP server that converts Markdown text into scalable vector graphics (SVG) images directly through Model Context Protocol clients. It connects LLM-based assistants…
  • Mcptix — Mcptix is an MCP server and local issue tracking system designed to manage tasks, bugs, and feature roadmaps in development projects. It connects local task…
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