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-Lingvanex-Translate — MCP-Lingvanex-Translate is an MCP server that provides automated machine translation by connecting to the Lingvanex Cloud API. Designed for developers, localization teams, and multilingual users…
  • mcp-k8s-go — mcp-k8s-go is an MCP server that provides Large Language Model clients direct access to Kubernetes clusters using Go-based tools and resources. DevOps engineers, platform teams,…
  • MCP-Creator-MCP — MCP-Creator-MCP is an MCP server that streamlines the creation of new Model Context Protocol servers through AI-guided workflows and intelligent templates. Designed for software developers…
  • MCP YouTube Extract — MCP YouTube Extract is an MCP server that retrieves video metadata and subtitles directly from YouTube without requiring an API key. It connects MCP-compatible clients…
  • MCP_Agent:RE — MCP_Agent:RE is an MCP server that connects AI clients to Tencent's TAPD project management platform to retrieve, preprocess, and analyze agile workflow data. Built for…
  • MCP Installer — mcp-installer is an MCP server that automates the installation and configuration of other Model Context Protocol servers directly through an AI client interface. It connects…
  • MCP-Inscription Server — MCP-Inscription Server is an MCP server that enables AI models to interact with Bitcoin Ordinals inscriptions and extract content directly from transactions. Built to connect…
  • MCP-Ambari-API — MCP-Ambari-API is an MCP server that connects LLM clients directly to Apache Ambari and Ambari Metrics Service for automated cluster operations. Designed for DevOps engineers,…
  • Datadog MCP Server — mcp-datadog-server is an MCP server that connects large language model clients to the Datadog API platform. Built with the official TypeScript SDK, it exposes a…
  • MCP-Airflow-API — MCP-Airflow-API is an MCP server that connects LLM clients to Apache Airflow clusters using the Model Context Protocol. It bridges natural language interfaces directly to…
  • MCP-Logic — MCP-Logic is an MCP server that provides automated first-order logic reasoning, model finding, and theorem proving capabilities to AI assistants like Claude Desktop and Codex.…
  • MCP-Insomnia — MCP-Insomnia is an MCP server that enables AI assistants to manage and execute API collections in an Insomnia-compatible format. It connects directly to local Insomnia…
  • MCP Workflow Orchestration Server — MCP Workflow Orchestration Server is an MCP server that provides storage, discovery, retrieval, and management of multi-step AI workflow playbooks defined in YAML files. Built…
  • MCP-Booster — MCP-Booster is an MCP server that provides Continuous Chain of Thought (CoConuT) reasoning capabilities to development environments such as Cursor. It connects language models directly…
  • Dice Roller MCP — mcp-dice is an MCP server that enables Large Language Models to simulate dice rolls using standard tabletop gaming notation. It connects MCP-compatible clients, such as…
  • MCP ZAP Server — MCP ZAP Server is an MCP server that bridges AI agents and MCP clients with OWASP ZAP to conduct automated, operator-controlled web application security scans.…
  • MCP-Allure — MCP-Allure is an MCP server that reads Allure HTML test reports and transforms their contents into structured, LLM-friendly JSON formats. It connects local or generated…
  • MCP WordPress Post Server — MCP WordPress Post Server is an MCP server that connects AI assistants to WordPress websites via the REST API for content and media management. Built…
  • MCP WebSocket Server — MCP WebSocket Server is an MCP server that facilitates email operations and mailbox querying over a WebSocket connection. It connects an AI client to mail…
  • MCP Video Download URL Parser — MCP Video Download URL Parser is an MCP server that extracts direct, watermark-free download URLs and metadata for videos hosted on platforms such as Douyin,…
  • MCP URL2SNAP — MCP URL2SNAP is an MCP server that captures screenshots of any specified webpage URL and returns the resulting access URL. Built with Python and the…
  • MCP Voice Assistant — MCP Voice Assistant is an MCP server and AI agent that connects Model Context Protocol tools to speech interfaces. It uses OpenAI Whisper for speech-to-text…
  • MCP URL Format Converter — MCP URL Format Converter is an MCP server that fetches content from any web address and converts it into structured formats such as HTML, JSON,…
  • MCP Variance Log — MCP Variance Log is an MCP server that detects statistical variations and unusual interaction patterns in conversation structures and stores those events directly in a…
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