Discover Awesome MCP Servers

App Store Connect MCP Server

Enables interaction with Apple's App Store Connect API through natural language to manage apps, beta testing, localizations, analytics, sales reports, and CI/CD workflows for iOS and macOS development.

UniFi Network MCP Server

Enables AI assistants to manage UniFi network infrastructure through 50+ tools covering devices, clients, networks, WiFi, firewall rules, and guest access using the official UniFi Network API.

MCP Gateway

An enterprise infrastructure layer for the Model Context Protocol that provides authentication, RBAC, audit logging, and rate limiting for tool calls. It acts as a secure proxy between AI agents and MCP servers to ensure security and compliance in production environments.

billy-mcp

An MCP server for Danish accounting via Billy.dk API, enabling natural-language control over invoices, bank lines, reports, and more, with a write-guard for safety.

Guardian News MCP Server

Enables users to search for the latest news articles from The Guardian using keywords and check service status. Provides access to Guardian's news content through their API with configurable result limits.

Dedalus MCP Documentation Server

Enables serving and querying documentation with AI-powered capabilities including markdown file serving, keyword search, and intelligent Q\&A using OpenAI integration.

Dependency-Track MCP Server

Enables querying projects, fetching findings, triggering analysis, uploading CycloneDX BOMs, and checking async token status for OWASP Dependency-Track.

Mine Market MCP Server

This MCP server allows searching mining projects, tenements, and mineral properties through Claude using natural language queries, enabling users to find opportunities by commodity, location, price, and more.

StarTree MCP Server for Apache Pinot

StarTree MCP Server for Apache Pinot

VE Google Workspace MCP

Most Google Workspace MCPs let you read. This one lets you write — 28 authoring tools on top of taylorwilsdon/google_workspace_mcp, including markdown-to-Docs, smart chips, and recursive Drive copy.

datalastic-mcp

MCP server that enables AI assistants to access real-time vessel tracking, port information, and maritime data through the Datalastic Marine AIS Data API.

MCP Python Interpreter with Docker

Enables executing Python code, managing environments and packages, and performing file operations within Docker containers.

Terminal MCP

Enables management of visible, interactive terminal sessions across platforms (macOS, Windows, Linux, WSL). Supports creating, executing commands, capturing output, and managing multiple terminal windows simultaneously.

Marketstack MCP Server

Exposes various Marketstack API endpoints as MCP tools, providing access to financial market data including EOD, intraday, splits, dividends, tickers, exchanges, and other financial information.

cypress-mcp-server

A Model Context Protocol (MCP) server that integrates Cypress with Cursor AI, enabling AI-powered test automation, debugging, and script generation for Cypress tests.

@zhigang1992/uploadfile-mcp

An MCP server that enables users to upload local files to S3-compatible storage and retrieve shareable public URLs. Files are automatically organized into unique UUID-based folders to prevent naming conflicts while preserving original filenames.

data-explore

An MCP server for dataset exploration and analysis, enabling LLM clients to perform summary, correlation, distribution, missing value analysis, data cleaning, and statistical tests directly on CSV files.

mcp-local-image-reader

A simple MCP server that reads local images and returns them as ImageContent for LLM vision analysis.

MCP SQLite Server

Query, explore, and manage SQLite databases through the Model Context Protocol. Connect any MCP-compatible AI client to your databases.

datagovma-mcp

MCP server for the Moroccan Open Data portal (data.gov.ma) enabling search and retrieval of datasets, resources, organizations, and groups via CKAN API.

Baby-SkyNet

Provides Claude AI with persistent, searchable memory management across sessions using SQL database, semantic analysis with multi-provider LLM support (Anthropic/Ollama), vector search via ChromaDB, and graph-based knowledge relationships through Neo4j integration.

Usher MCP

Enables users to search and view detailed movie information from TMDB, including cast, ratings, and showtimes, through an interactive widget interface.

NHN Server MCP

Enables secure SSH access to servers through a gateway with Kerberos authentication, allowing execution of whitelisted commands with pattern-based security controls and server information retrieval.

BioE234 MCP Starter

Framework for building bioengineering automation tools that AI assistants can call via the Model Context Protocol, handling server registration and tool discovery automatically.

Skald MCP Server

Chat with your Skald knowledge base, add and update new knowledge, and search through memos.

mcp_server

Okay, here's a basic outline and example code snippets to guide you in implementing a sample MCP (Media Control Protocol) server using a Dolphin MCP client. This will be a simplified example to illustrate the core concepts. **Understanding the Components** * **MCP (Media Control Protocol):** A protocol for controlling media playback devices. It defines commands like play, pause, stop, seek, and volume control. * **Dolphin MCP Client:** A library or tool (presumably you have access to this) that acts as the client in the MCP communication. It sends commands to the MCP server. * **MCP Server:** The application you'll build. It listens for MCP commands from the Dolphin MCP client, interprets them, and then performs the corresponding actions (e.g., controlling a media player). **High-Level Steps** 1. **Choose a Programming Language and Framework:** Python is a good choice for its simplicity and networking libraries. You could use the `socket` module directly or a framework like `asyncio` for asynchronous handling. 2. **Set up a Socket Server:** Create a socket server that listens on a specific port (e.g., 5000). This server will accept connections from the Dolphin MCP client. 3. **Receive and Parse MCP Commands:** When a client connects, receive data from the socket. This data will be the MCP command. You'll need to parse the command string to determine the action to perform. 4. **Implement Command Handlers:** Create functions or methods to handle each MCP command (e.g., `handle_play()`, `handle_pause()`, `handle_seek()`). These handlers will interact with your media player (or a simulated media player for testing). 5. **Send Responses (Optional):** The MCP protocol may define response messages. You can send acknowledgements or status updates back to the client. 6. **Error Handling:** Implement error handling to gracefully deal with invalid commands, network issues, and other potential problems. **Python Example (using `socket` module)** ```python import socket import threading HOST = '127.0.0.1' # Loopback address (localhost) PORT = 5000 # Port to listen on # Simulated Media Player (replace with actual media player control) class MediaPlayer: def __init__(self): self.playing = False self.position = 0 # in seconds self.volume = 100 def play(self): print("Playing...") self.playing = True def pause(self): print("Pausing...") self.playing = False def stop(self): print("Stopping...") self.playing = False self.position = 0 def seek(self, position): print(f"Seeking to {position} seconds...") self.position = position def set_volume(self, volume): print(f"Setting volume to {volume}%") self.volume = volume media_player = MediaPlayer() # Create an instance of the media player def handle_client(conn, addr): print(f"Connected by {addr}") try: while True: data = conn.recv(1024) # Receive up to 1024 bytes if not data: break command = data.decode('utf-8').strip() # Decode and remove whitespace print(f"Received command: {command}") # Parse the command (very basic example) parts = command.split() action = parts[0].lower() if action == "play": media_player.play() conn.sendall(b"OK\n") # Send a simple acknowledgement elif action == "pause": media_player.pause() conn.sendall(b"OK\n") elif action == "stop": media_player.stop() conn.sendall(b"OK\n") elif action == "seek": try: position = int(parts[1]) media_player.seek(position) conn.sendall(b"OK\n") except (IndexError, ValueError): conn.sendall(b"ERROR: Invalid seek command\n") elif action == "volume": try: volume = int(parts[1]) media_player.set_volume(volume) conn.sendall(b"OK\n") except (IndexError, ValueError): conn.sendall(b"ERROR: Invalid volume command\n") else: print(f"Unknown command: {command}") conn.sendall(b"ERROR: Unknown command\n") except Exception as e: print(f"Error handling client: {e}") finally: conn.close() print(f"Connection closed with {addr}") def main(): with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind((HOST, PORT)) s.listen() print(f"Listening on {HOST}:{PORT}") while True: conn, addr = s.accept() thread = threading.Thread(target=handle_client, args=(conn, addr)) thread.start() if __name__ == "__main__": main() ``` **Explanation:** 1. **Imports:** Imports the necessary modules (`socket` for networking, `threading` for handling multiple clients concurrently). 2. **Constants:** Defines the host and port for the server. 3. **`MediaPlayer` Class:** A simple class to simulate a media player. Replace the placeholder methods with actual media player control code (e.g., using a library like `vlc` or `pygame`). 4. **`handle_client(conn, addr)` Function:** * This function is executed in a separate thread for each client connection. * It receives data from the client using `conn.recv(1024)`. * It decodes the data (assuming UTF-8 encoding) and removes leading/trailing whitespace. * It parses the command string (very basic splitting on spaces). **Important:** A real MCP implementation would likely have a more robust parsing mechanism. * It calls the appropriate `media_player` methods based on the command. * It sends a simple "OK" or "ERROR" response back to the client. * It includes error handling to catch exceptions. * It closes the connection when the client disconnects or an error occurs. 5. **`main()` Function:** * Creates a socket object using `socket.socket(socket.AF_INET, socket.SOCK_STREAM)`. * Binds the socket to the specified host and port using `s.bind((HOST, PORT))`. * Starts listening for incoming connections using `s.listen()`. * Enters a loop that accepts incoming connections using `s.accept()`. * For each connection, it creates a new thread to handle the client using `threading.Thread(target=handle_client, args=(conn, addr))`. * Starts the thread using `thread.start()`. 6. **`if __name__ == "__main__":`:** Ensures that the `main()` function is only executed when the script is run directly (not when it's imported as a module). **How to Run:** 1. Save the code as a Python file (e.g., `mcp_server.py`). 2. Run the script from your terminal: `python mcp_server.py` 3. Use the Dolphin MCP client to connect to `127.0.0.1` on port `5000`. 4. Send MCP commands like "play", "pause", "stop", "seek 10", "volume 50". Observe the output in the server's terminal. **Important Considerations and Improvements:** * **MCP Protocol Specification:** You *must* have the full specification for the MCP protocol you're using. This example is a very simplified approximation. The specification will define the exact command formats, data types, and response codes. * **Robust Command Parsing:** Use a more robust parsing method (e.g., regular expressions, a dedicated parsing library) to handle complex command formats and arguments. * **Error Handling:** Implement comprehensive error handling to catch invalid commands, network errors, and other potential issues. Provide informative error messages to the client. * **Asynchronous I/O:** For a more scalable server, consider using `asyncio` for asynchronous I/O. This allows the server to handle multiple clients concurrently without using threads. * **Media Player Integration:** Replace the `MediaPlayer` class with actual code to control your media player. You might need to use a library specific to your media player (e.g., `vlc`, `pygame`, or a media player's API). * **Security:** If the MCP server will be exposed to a network, consider security implications and implement appropriate security measures (e.g., authentication, authorization, encryption). * **Threading vs. Asynchronous:** For a small number of clients, threading might be sufficient. For a larger number of clients, asynchronous I/O is generally more efficient. * **Dolphin MCP Client Documentation:** Refer to the Dolphin MCP client's documentation for details on how to connect to the server and send commands. **Example Commands from Dolphin MCP Client:** Assuming the Dolphin MCP client sends commands as simple text strings: * `PLAY` * `PAUSE` * `STOP` * `SEEK 60` (Seek to 60 seconds) * `VOLUME 75` (Set volume to 75%) **Indonesian Translation of Key Concepts:** * **MCP (Media Control Protocol):** Protokol Kontrol Media * **Dolphin MCP Client:** Klien Dolphin MCP * **MCP Server:** Server MCP * **Socket:** Soket * **Command:** Perintah * **Parse:** Mengurai (or Memproses) * **Handler:** Penangan * **Response:** Respon * **Error Handling:** Penanganan Kesalahan * **Media Player:** Pemutar Media * **Thread:** Utas (or Alur) * **Asynchronous I/O:** I/O Asinkron This detailed explanation and code example should give you a solid starting point for implementing your MCP server. Remember to adapt the code to your specific needs and the requirements of the Dolphin MCP client and the MCP protocol you're using. Good luck!

mcp4xiaozhi

Provides MCP tools for Vietnamese 'On this day' history events, latest VNExpress news, and random fables.

macOS Ecosystem MCP Server

Provides secure access to macOS Reminders, Calendar, and Notes using semantic tools and validated AppleScript templates. It enables users to manage schedules, tasks, and notes through natural language while ensuring multi-layer security validation.

yunxin-mcp-server

yunxin-mcp-server

MusicMCP.AI

Enables AI-powered music generation through natural language commands, supporting both inspiration mode (AI-generated lyrics and style) and custom mode (user-provided lyrics and parameters) to create songs with direct download links.