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 SuperAssistant Chrome Extension — MCP SuperAssistant Chrome Extension is a browser-based bridge that brings Model Context Protocol capabilities directly into web AI interfaces like ChatGPT, Google Gemini, Perplexity, and…
  • MCP Status Observer — MCP Status Observer is an MCP server that monitors the real-time operational status, component health, and incident history of major cloud platforms, AI providers, and…
  • MCP Streamable HTTP Python Server — MCP Streamable HTTP Python Server is an open-source development template that implements the Model Context Protocol over a streamable HTTP transport layer using Python. It…
  • MCP Software Engineer Server — MCP Software Engineer Server is an MCP server that provides full-stack software development and project automation capabilities to LLM clients such as Claude Desktop. It…
  • MCP Sync — MCP Sync is an MCP server that synchronizes Model Context Protocol configuration files across diverse AI coding tools and desktop environments. Designed for developers who…
  • MCP Read Images — MCP Read Images is an MCP server that provides vision-based image analysis through the OpenRouter API. It connects MCP-compatible development environments and assistants directly to…
  • MCP Project Initializer — MCP Project Initializer is an MCP server that automates the setup and scaffolding of new Model Context Protocol development projects through conversational AI. It connects…
  • MCP Quickstart — MCP Quickstart is an MCP server project and reference implementation that demonstrates how to build and integrate Model Context Protocol components with OpenAI APIs and…
  • MCP Prompt Server — MCP Prompt Server is an MCP server that provides preconfigured prompt templates exposed directly as callable tools for AI-assisted editors such as Cursor, Windsurf, and…
  • MCP Registry Server — MCP Registry Server is an MCP server that provides discovery and retrieval capabilities for other Model Context Protocol servers via MCPulse. Built with Node.js and…
  • MCP Query Table — MCP Query Table is an MCP server that extracts and queries tabular financial data from online platforms using Playwright browser automation. It connects Model Context…
  • MCP Qdrant Codebase Embeddings — MCP Qdrant Codebase Embeddings is an MCP server that uses Qdrant vector embeddings to analyze and represent semantic relationships across source code repositories. By interfacing…
  • MCP Prometheus — MCP Prometheus is an MCP server that exposes Prometheus and Mimir time-series databases to AI assistants through standardized interfaces. Written in Go by Giant Swarm,…
  • MCP Proxy Hub — MCP Proxy Hub is an MCP server that acts as a central gateway to aggregate and serve multiple downstream Model Context Protocol servers through a…
  • MCP Prompt Optimizer — MCP Prompt Optimizer is an MCP server that enhances prompt quality using research-backed prompt engineering strategies and standardized domain templates. It connects language models and…
  • MCP Prompt Collector — MCP Prompt Collector is an MCP server that provides tools for logging, analyzing, and improving prompts directly within Claude Desktop. Designed for developers, prompt engineers,…
  • MCP RAG — MCP RAG is an MCP server that provides managed Retrieval-Augmented Generation capabilities by connecting MCP clients directly to Amazon Bedrock Knowledge Bases and Amazon OpenSearch.…
  • MCP Project Setup — MCP Project Setup is an MCP server starter template that provides boilerplate configurations and sample implementations for building Model Context Protocol services with Python and…
  • MCP Reddit Server — MCP Reddit Server is an MCP server that connects large language model interfaces to the Reddit API. Designed for developers, market researchers, and AI assistants,…
  • MCP Python REPL Server — MCP Python REPL Server is an MCP server that provides an interactive Python REPL runtime environment for Model Context Protocol clients. Built with native support…
  • MCP Relay — MCP Relay is an MCP server that connects Claude to a Discord channel to deliver outbound notifications and collect human responses through interactive prompts. Built…
  • MCP Prompt Manager — MCP Prompt Manager is an MCP server that provides AI assistants such as Claude Desktop with full access to a local file-based prompt management system.…
  • MCP Reasoner — MCP Reasoner is an MCP server that provides advanced search-based reasoning algorithms to language models such as Claude Desktop. It connects host applications to algorithmic…
  • MCP Proxy Server — MCP Proxy Server is an MCP server that aggregates and serves multiple downstream MCP resource servers through a single unified HTTP endpoint. It connects to…
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