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 PR Messages Generator — MCP PR Messages Generator is an MCP server that generates structured pull request descriptions and summary messages directly from Git commits and code changes. Designed…
  • MCP Oracle Database Server — MCP Oracle Database Server is an MCP server that provides full integration with Oracle Database systems for Model Context Protocol clients. It connects AI assistants…
  • MCP Orchestro — MCP Orchestro is an MCP server that integrates AI coding tools with a Supabase-backed task orchestration and Kanban system. Designed for product managers, software engineers,…
  • MCP Performance Analysis Server — MCP Performance Analysis Server is an MCP server that inspects mobile application performance monitoring metrics to identify critical performance anomalies. It connects development environments such…
  • MCP OpenVision — MCP OpenVision is an MCP server that provides image analysis capabilities powered by OpenRouter vision models. It connects client interfaces such as Claude Desktop and…
  • MCP Playground — MCP Playground is an MCP server that provides a reference implementation in Go for real-time bidirectional file communication. It connects local text files to MCP…
  • MCP PGVector Server — MCP PGVector Server is an MCP server that provides semantic search capabilities for PostgreSQL databases utilizing the pgvector extension. It connects an AI client directly…
  • MCP Open Library — MCP Open Library is an MCP server that connects AI assistants to the Open Library catalogue API to retrieve book, edition, and author metadata. Built…
  • MCP PostgreSQL Server — MCP PostgreSQL Server is an MCP server that enables AI models to interact with PostgreSQL databases through a standardized interface. Built for developers, data analysts,…
  • MCP Oracle Server — MCP Oracle Server is an MCP server that enables AI assistants to connect and interact directly with Oracle relational database systems. Built on Node.js and…
  • MCP Options Order Flow Server — MCP Options Order Flow Server is an MCP server that provides real-time options order flow data, institutional bias tracking, and pattern detection to AI assistants.…
  • MCP OAuth Sample — MCP OAuth Sample is an MCP server that provides a reference implementation of OAuth 2.1 authorization for Model Context Protocol clients. Built with Next.js 15,…
  • MCP Memory Server - Python Implementation — MCP Memory Server - Python Implementation is an MCP server that provides persistent knowledge graph storage and retrieval using standard JSON Lines (JSONL) files. Built…
  • MCP My Mac — MCP My Mac is an MCP server that exposes macOS system hardware specifications, system configurations, and environment details to AI assistants. Built for developers and…
  • MCP Memory libSQL — MCP Memory libSQL is an MCP server that provides persistent graph and vector memory for AI assistants using libSQL. It connects local Model Context Protocol…
  • MCP Mistral OCR — MCP Mistral OCR is an MCP server that provides optical character recognition capabilities by connecting Model Context Protocol clients directly to the Mistral AI OCR…
  • MCP Montano Server — MCP Montano Server is an MCP server that provides a general-purpose TypeScript starter project designed for Model Context Protocol integration. Built for software engineers and…
  • MCP Minecraft Remote — MCP Minecraft Remote is an MCP server that enables AI assistants to remotely connect to and control a player character on a Minecraft Java Edition…
  • MCP MySQL Server — MCP MySQL Server is an MCP server that executes arbitrary SQL queries against configured MySQL databases using Spring AI. It connects AI clients to local…
  • MCP Node Fetch — MCP Node Fetch is an MCP server that enables language model assistants to retrieve web content and query remote endpoints using the Node.js undici HTTP…
  • MCP Microsoft SQL Server — MCP Microsoft SQL Server is an MCP server that connects Model Context Protocol clients directly to Microsoft SQL Server instances. Database administrators, backend engineers, and…
  • MCP Node.js Debugger — MCP Node.js Debugger is an MCP server that provides runtime debugging access for running Node.js applications to AI programming tools like Cursor and Claude Code.…
  • MCP Memory Visualizer — MCP Memory Visualizer is a visualization utility that maps and analyzes memory data generated by Anthropic's Memory MCP server. Designed for developers, researchers, and users…
  • MCP Mermaid Server — MCP Mermaid Server is an MCP server that provides tools for generating and analyzing Mermaid diagrams directly within Model Context Protocol environments. It connects AI…
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