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by punkpeye
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hybrid server

The server is able to function both locally and remotely, depending on the configuration or use case.

Integrations

  • Enables integration with Airtable database with schema inspection, read and write capabilities

  • Provides ability to list Kafka topics, poll Kafka messages, and save Kafka data

  • MCP server to communicate with the App Store Connect API for iOS Developers

Awesome MCP Servers

A curated list of awesome Model Context Protocol (MCP) servers.

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Tip

Glama Chat is a multi-modal AI client with MCP support & AI gateway.

Tutorials

Community

Legend

  • 🎖️ – official implementation
  • programming language
    • 🐍 – Python codebase
    • 📇 – TypeScript codebase
    • 🏎️ – Go codebase
    • 🦀 – Rust codebase
    • #️⃣ - C# Codebase
    • ☕ - Java codebase
  • scope
    • ☁️ - Cloud Service
    • 🏠 - Local Service
  • operating system
    • 🍎 – For macOS
    • 🪟 – For Windows

Note

Confused about Local 🏠 vs Cloud ☁️?

  • Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
  • Use network when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

Note

We now have a web-based directory that is synced with the repository.

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

  • Cloudflare MCP Server 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
  • Kubernetes MCP Server - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
  • @flux159/mcp-server-kubernetes - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
  • @manusa/Kubernetes MCP Server - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
  • johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

  • ferrislucas/iterm-mcp 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
  • g0t4/mcp-server-commands 📇 🏠 - Run any command with run_command and run_script tools.
  • MladenSU/cli-mcp-server 🐍 🏠 - Command line interface with secure execution and customizable security policies
  • tumf/mcp-shell-server A secure shell command execution server implementing the Model Context Protocol (MCP)

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

  • zcaceres/gtasks-mcp - 📇 ☁️ - An MCP server to Manage Google Tasks
  • hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
  • @modelcontextprotocol/server-slack 📇 ☁️ - Slack workspace integration for channel management and messaging
  • @modelcontextprotocol/server-bluesky 📇 ☁️ - Bluesky instance integration for querying and interaction
  • MarkusPfundstein/mcp-gsuite - 🐍 ☁️ - Integration with gmail and Google Calendar.
  • adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
  • gotoolkits/wecombot - 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
  • AbdelStark/nostr-mcp - 🌐 ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
  • carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

💻 Developer Tools

Tools and integrations that enhance the development workflow and environment management.

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

💰 Finance & Fintech

Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics.

🧠 Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

  • @modelcontextprotocol/server-memory 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
  • /CheMiguel23/MemoryMesh 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
  • /topoteretes/cognee 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
  • @hannesrudolph/mcp-ragdocs 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
  • @kaliaboi/mcp-zotero 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
  • mcp-summarizer 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content

🗺️ Location Services

Geographic and location-based services integration. Enables access to mapping data, directions, and place information.

🎯 Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

📊 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

🔒 Security

  • dnstwist MCP Server 📇🪟☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
  • Maigret MCP Server 📇🪟☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
  • Shodan MCP Server 📇🪟☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
  • VirusTotal MCP Server 📇🪟☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
  • ORKL MCP Server 📇🛡️☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
  • Security Audit MCP Server 📇🛡️☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.

🚆 Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

🛠️ Other Tools and Integrations

Frameworks

  • FastMCP 🐍 - A high-level framework for building MCP servers in Python
  • FastMCP 📇 - A high-level framework for building MCP servers in TypeScript
  • Foxy Contexts 🏎️ - Golang library to write MCP Servers declaratively with functional testing included
  • Genkit MCP 📇 – Provides integration between Genkit and the Model Context Protocol (MCP).
  • LiteMCP 📇 - A high-level framework for building MCP servers in JavaScript/TypeScript
  • mark3labs/mcp-go 🏎️ - Golang SDK for building MCP Servers and Clients.
  • mcp-framework 📇 - Fast and elegant TypeScript framework for building MCP servers
  • mcp-proxy - 📇 A TypeScript SSE proxy for MCP servers that use stdio transport.
  • mcp-rs-template 🦀 - MCP CLI server template for Rust
  • metoro-io/mcp-golang 🏎️ - Golang framework for building MCP Servers, focussed on type safety
  • rectalogic/langchain-mcp 🐍 - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
  • salty-flower/ModelContextProtocol.NET #️⃣ 🏠 - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility ⚡ 🔌
  • spring-ai-mcp ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
  • @marimo-team/codemirror-mcp - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
  • mcp-agent 🤖 🔌 - Build effective agents with MCP servers using simple, composable patterns.

Utilities

Tips and Tricks

Official prompt to inform LLMs how to use MCP

Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

https://modelcontextprotocol.io/llms-full.txt

Now Claude can answer questions about writing MCP servers and how they work

Star History

This server cannot be installed

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security - not tested
A
license - permissive license
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quality - not tested

Test

  1. What is MCP?
    1. Clients
      1. Tutorials
        1. Community
          1. Legend
            1. Server Implementations
              1. 📂 <a name="browser-automation"></a>Browser Automation
                1. 🎨 <a name="art-and-culture"></a>Art & Culture
                  1. ☁️ <a name="cloud-platforms"></a>Cloud Platforms
                    1. 🖥️ <a name="command-line"></a>Command Line
                      1. 💬 <a name="communication"></a>Communication
                        1. 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
                          1. 🗄️ <a name="databases"></a>Databases
                            1. 💻 <a name="developer-tools"></a>Developer Tools
                              1. 🧮 Data Science Tools
                                1. 📂 <a name="file-systems"></a>File Systems
                                  1. 💰 <a name="finance--fintech"></a>Finance & Fintech
                                    1. 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
                                      1. 🗺️ <a name="location-services"></a>Location Services
                                        1. 🎯 <a name="marketing"></a>Marketing
                                          1. 📊 <a name="monitoring"></a>Monitoring
                                            1. 🔎 <a name="search"></a>Search
                                              1. 🔒 <a name="security"></a>Security
                                                1. 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
                                                  1. 🔄 <a name="version-control"></a>Version Control
                                                    1. 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
                                                    2. Frameworks
                                                      1. Utilities
                                                        1. Tips and Tricks
                                                          1. Official prompt to inform LLMs how to use MCP
                                                          2. Star History

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