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
Momento MCP ServerMomento MCP Server is an MCP server that provides an interface to Momento's serverless caching service for AI agents andUnknownhttps://github.com/momentohq/mcp-momento
Memory-PlusMemory-Plus is an MCP server that provides a lightweight, local Retrieval-Augmented Generation (RAG) memory store for AI agents across differentOpen Sourcehttps://github.com/Yuchen20/Memory-Plus
O'RLY Book Cover GeneratorO'RLY Book Cover Generator is an MCP server that produces O'RLY parody book covers and displays the generated images directlyUnknownhttps://github.com/charleshberlin/O-RLY-Book-Generator
Turso CloudTurso Cloud is an MCP server that integrates Turso databases with large language models through a secure two-level authentication model.Unknownhttps://github.com/spences10/mcp-turso-cloud
Tushare MCPTushare MCP is an MCP server that connects AI assistants like Claude Desktop and Cursor to financial market data fromUnknownhttps://github.com/buuzzy/tushare_MCP
Slack MCP Client in GoSlack MCP Client in Go is an MCP client and Slack bot bridge that connects Slack conversations directly to ModelOpen Sourcehttps://github.com/tuannvm/slack-mcp-client
Mcp VmsMcp Vms is an MCP server that connects AI assistants to a Video Management Software CCTV recording program to inspectUnknownhttps://github.com/jyjune/mcp_vms
MCP NotesMCP Notes is an MCP server that provides note-taking and note-management capabilities to AI models using Amazon Web Services DynamoDBUnknownhttps://github.com/9Ninety/MCPNotes
Mermaid-MCPMermaid-MCP is an MCP server that generates production-ready Mermaid architecture diagrams, charts, and visualizations from natural language descriptions. It connectsUnknownhttps://github.com/Narasimhaponnada/mermaid-mcp
pg-aiguidepg-aiguide is an MCP server that connects AI coding assistants to version-aware PostgreSQL documentation, ecosystem manuals, and curated database engineeringUnknownhttps://github.com/timescale/pg-aiguide

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 RAN POC — MCP RAN POC is an MCP server proof of concept that connects AI clients to PostgreSQL databases and Kubernetes clusters managed by Red Hat Advanced…
  • MCP Redmine — MCP Redmine is an MCP server that provides an integration between large language model clients and the Redmine project management platform. Built in Python and…
  • MCP Random Number — MCP Random Number is an MCP server that provides true random numbers derived from atmospheric noise via random.org. Large language models often struggle to produce…
  • MCP Proxy — MCP Proxy is an MCP server and proxy tool that allows clients to connect to Model Context Protocol servers over HTTP without requiring streaming transport.…
  • MCP Pyrefly — MCP Pyrefly is an MCP server that integrates Pyrefly's high-speed type checker to provide real-time Python code validation and consistency analysis for LLM-driven coding workflows.…
  • MCP RAG Server — MCP RAG Server is an MCP server that connects generative AI applications and Model Context Protocol clients to retrieval-augmented generation pipelines and external scientific literature…
  • MCP OpenAI Server — MCP OpenAI Server is an MCP server that connects Claude Desktop and other Model Context Protocol clients directly to the OpenAI API. Built for developers,…
  • MCP Postgres Query Server — MCP Postgres Query Server is an MCP server that provides a secure, read-only interface to query PostgreSQL databases from AI assistants. Built for software engineers,…
  • MCP OpenAPI Connector — MCP OpenAPI Connector is an MCP server that integrates any REST API defined by an OpenAPI or Swagger specification directly into AI interfaces. It connects…
  • MCP ODBC Server — MCP ODBC Server is an MCP server that provides large language models with structured access to ODBC-compliant data sources via local Data Source Names (DSNs).…
  • MCP Orchestrator — MCP Orchestrator is an MCP server that provides a universal management interface and gateway for interacting with multiple Model Context Protocol servers from a centralized…
  • MCP Personal — MCP Personal is an MCP server collection that provides local productivity tools and system utilities to AI assistants. It connects model context protocol clients, such…
  • MCP POC — MCP POC is an MCP server that provides a modular Node.js and TypeScript proof-of-concept template for integrating custom tools with Model Context Protocol clients like…
  • MCP Personal Assistant Agent — MCP Personal Assistant Agent is an MCP server that connects AI clients to productivity services, external web information, and smart home automation platforms. Designed for…
  • MCP Perforce Server — MCP Perforce Server is an MCP server that provides a reliable interface for interacting with Perforce (P4) version control systems directly through LLM clients like…
  • MCP Omnisearch — MCP Omnisearch is an MCP server that consolidates multiple search engines, AI answer engines, and web scrapers into a unified interface for LLMs. It connects…
  • MCP Project Helper — MCP Project Helper is an MCP server that provides prompt-based utilities and file management tools for AI assistants. Written in Go, it connects clients such…
  • MCP Playwright Server — MCP Playwright Server is an MCP server that provides browser automation capabilities using the Playwright framework. It connects Model Context Protocol clients like Claude Desktop…
  • MCP OpenDART — MCP OpenDART is an MCP server that connects AI language models to South Korea's OpenDART (Data Analysis, Retrieval and Transfer System). OpenDART is an electronic…
  • MCP Ollama Agent — MCP Ollama Agent is an MCP server and bridge that connects local language models running in Ollama with external Model Context Protocol servers. Built with…
  • MCP Payment Server — MCP Payment Server is an MCP server that provides payment link processing capabilities to AI assistants and autonomous agents using the standard Model Context Protocol.…
  • MCP PDF Reader — MCP PDF Reader is an MCP server that provides tools for processing PDF documents through text parsing, image extraction, and optical character recognition. It connects…
  • MCP Orlen Wholesale Price — MCP Orlen Wholesale Price is an MCP server that provides access to Polish Orlen fuel wholesale pricing data directly inside AI assistants. It connects Model…
  • MCP Outlook Tools — MCP Outlook Tools is an MCP server that enables AI assistants like Claude Desktop to connect with a locally installed Microsoft Outlook client on Windows.…
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