发现优秀的 MCP 服务器

Tiger MCP

Enables trading and market analysis through Tiger Brokers API integration. Provides real-time market data, portfolio management, order execution, and technical analysis tools with a comprehensive web dashboard for monitoring.

Voice Call MCP Server

一个模型上下文协议服务器，使像 Claude 这样的人工智能助手能够使用 Twilio 和 OpenAI 的语音模型发起和管理实时语音通话。

Domain Availability Checker MCP

Domain Availability Checker MCP

MCP Firebird

一个实现了 Anthropic 的模型上下文协议 (MCP) 的服务器，用于 Firebird SQL 数据库，使 Claude 和其他 LLM 能够通过自然语言安全地访问、分析和操作 Firebird 数据库中的数据。

Reddit MCP Server

An MCP server that enables AI assistants to access and interact with Reddit content through features like user analysis, post retrieval, subreddit statistics, and authenticated posting capabilities.

Washington Law MCP Server

Provides offline access to Washington State's Revised Code of Washington (RCW) and Washington Administrative Code (WAC) for AI agents. Enables fast retrieval, full-text search, and navigation of all Washington state laws through natural language queries.

uuid-mcp-server-example

这是一个简单的 MCP 服务器，用于生成 UUID (v4)。

Weather MCP Server

Okay, here's an example of a simple weather MCP (Minecraft Protocol) server in Python. This is a very basic example and doesn't implement the full Minecraft protocol. It focuses on sending a custom packet to a client that's expecting weather information. **Important Considerations:** * **MCP (Minecraft Protocol) Complexity:** The actual Minecraft protocol is quite complex. This example simplifies things significantly. A real-world server would need to handle authentication, world data, player movement, and much more. * **Client-Side Mod:** This server *requires* a client-side mod (or a modified client) that knows how to interpret the custom weather packet this server sends. The standard Minecraft client won't understand it. * **Python Libraries:** This example uses the `socket` library for basic network communication and `struct` for packing data into binary format. ```python import socket import struct import time # Configuration HOST = '127.0.0.1' # Listen on localhost PORT = 25565 # Use a port (not the default Minecraft port unless you know what you're doing) WEATHER_UPDATE_INTERVAL = 5 # Seconds between weather updates def create_weather_packet(temperature, humidity, rain): """ Creates a custom weather packet. Args: temperature: Temperature value (float). humidity: Humidity value (float). rain: Rain intensity (float, 0.0 - 1.0). Returns: A bytes object representing the weather packet. """ packet_id = 0x01 # Custom packet ID (must match client-side mod) # Pack the data into a binary format packet_data = struct.pack('!bff', temperature, humidity, rain) # ! = network byte order, b = byte (packet ID), f = float # Prepend the packet ID packet = struct.pack('!b', packet_id) + packet_data # Prepend the packet length packet_length = len(packet) packet = struct.pack('!i', packet_length) + packet return packet def main(): """ Main server loop. """ server_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM) server_socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) # Allow address reuse server_socket.bind((HOST, PORT)) server_socket.listen(1) # Listen for one connection print(f"Weather MCP Server listening on {HOST}:{PORT}") conn, addr = server_socket.accept() print(f"Client connected from {addr}") try: while True: # Simulate weather data (replace with real data source) temperature = 25.5 + (time.time() % 10) - 5 # Temperature between 20.5 and 30.5 humidity = 0.6 + (time.time() % 5) / 10 # Humidity between 0.6 and 1.1 rain = 0.0 if temperature > 28 else (time.time() % 3) / 3 # Rain if temp is below 28 weather_packet = create_weather_packet(temperature, humidity, rain) try: conn.sendall(weather_packet) print(f"Sent weather update: Temp={temperature:.1f}, Humidity={humidity:.2f}, Rain={rain:.2f}") except BrokenPipeError: print("Client disconnected.") break # Exit the loop if the client disconnects time.sleep(WEATHER_UPDATE_INTERVAL) except KeyboardInterrupt: print("Server shutting down.") finally: conn.close() server_socket.close() if __name__ == "__main__": main() ``` **Explanation:** 1. **Imports:** Imports necessary libraries (`socket`, `struct`, `time`). 2. **Configuration:** Sets the host, port, and weather update interval. *Change the port if you're running a real Minecraft server on the default port (25565).* 3. **`create_weather_packet()`:** * Takes temperature, humidity, and rain intensity as input. * `packet_id = 0x01`: This is a *crucial* part. This is a custom packet ID. Your client-side mod *must* be programmed to recognize this ID and know how to interpret the data that follows. If the client doesn't know about this ID, it will likely crash or ignore the packet. * `struct.pack('!bff', ...)`: This packs the data into a binary format. * `!`: Specifies network byte order (big-endian), which is standard for network communication. * `b`: Represents a single byte (for the packet ID). * `f`: Represents a float (for temperature, humidity, and rain). * The packet length is prepended to the packet. This is important for the client to know how many bytes to read. 4. **`main()`:** * Creates a socket, binds it to the host and port, and listens for connections. * `server_socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)`: This allows you to quickly restart the server without waiting for the port to be released. * Accepts a connection from a client. * Enters a `while True` loop to continuously send weather updates. * **Simulates Weather Data:** The example generates random weather data. In a real application, you would get this data from a weather API or some other source. * `conn.sendall(weather_packet)`: Sends the weather packet to the client. * `time.sleep(WEATHER_UPDATE_INTERVAL)`: Waits before sending the next update. * Handles `BrokenPipeError`: This exception is raised if the client disconnects. * Handles `KeyboardInterrupt`: Allows you to gracefully shut down the server with Ctrl+C. * Closes the connection and the socket in the `finally` block. **How to Use:** 1. **Client-Side Mod:** You *must* create a client-side mod (using Forge, Fabric, or another modding framework) that: * Connects to this server on the specified host and port. * Listens for packets with the packet ID `0x01`. * Unpacks the data from the packet (using `struct.unpack('!bff', data)`) to get the temperature, humidity, and rain values. * Displays the weather information in the game or uses it to affect the game world. 2. **Run the Server:** Save the Python code as a `.py` file (e.g., `weather_server.py`) and run it from your terminal: `python weather_server.py` 3. **Run Minecraft with the Mod:** Start Minecraft with your client-side mod installed. The mod should connect to the server and start receiving weather updates. **Example Client-Side Mod (Conceptual - Forge, Simplified):** ```java // (This is a very simplified example - you'll need to adapt it to your modding framework) import net.minecraftforge.fml.common.Mod; import net.minecraftforge.fml.common.event.FMLInitializationEvent; import java.net.Socket; import java.io.DataInputStream; import java.nio.ByteBuffer; @Mod(modid = "weather_mod", name = "Weather Mod", version = "1.0") public class WeatherMod { private static final String SERVER_HOST = "127.0.0.1"; private static final int SERVER_PORT = 25565; private static Socket socket; private static DataInputStream in; private float temperature = 0.0f; private float humidity = 0.0f; private float rain = 0.0f; @Mod.EventHandler public void init(FMLInitializationEvent event) { new Thread(() -> { try { socket = new Socket(SERVER_HOST, SERVER_PORT); in = new DataInputStream(socket.getInputStream()); while (true) { // Read packet length int packetLength = in.readInt(); // Read packet ID byte packetId = in.readByte(); if (packetId == 0x01) { // Read the rest of the packet data byte[] data = new byte[packetLength - 1]; in.readFully(data); ByteBuffer buffer = ByteBuffer.wrap(data); buffer.order(java.nio.ByteOrder.BIG_ENDIAN); // Network byte order temperature = buffer.getFloat(); humidity = buffer.getFloat(); rain = buffer.getFloat(); System.out.println("Received weather: Temp=" + temperature + ", Humidity=" + humidity + ", Rain=" + rain); // Update game world (e.g., change sky color, add rain particles) // This part requires more Forge-specific code } } } catch (Exception e) { e.printStackTrace(); } }).start(); } // Getter methods to access weather data from other parts of your mod public float getTemperature() { return temperature; } public float getHumidity() { return humidity; } public float getRain() { return rain; } } ``` **Important Notes about the Client Mod:** * **Threading:** The client mod uses a separate thread to connect to the server and receive data. This prevents the main game thread from blocking. * **Error Handling:** The client mod needs proper error handling (e.g., handling connection errors, invalid packet data). * **Forge/Fabric Specifics:** The example uses some basic Forge annotations. You'll need to adapt it to the specific modding framework you're using. The code to update the game world (e.g., changing sky color, adding rain particles) will be very framework-specific. * **Byte Order:** Make sure the client uses the same byte order (`java.nio.ByteOrder.BIG_ENDIAN`) as the server when unpacking the data. * **Packet Length:** The client reads the packet length first to know how many bytes to read for the rest of the packet. **Chinese Translation (Simplified):** ```chinese # 这是一个用 Python 编写的简单天气 MCP (Minecraft 协议) 服务器的例子。 # 重要注意事项： # * MCP (Minecraft 协议) 非常复杂。 这个例子大大简化了。 # * 这个服务器需要一个客户端模组（或修改过的客户端），它知道如何解释这个服务器发送的自定义天气数据包。 # * 这个例子使用 socket 库进行基本的网络通信，并使用 struct 库将数据打包成二进制格式。 import socket import struct import time # 配置 HOST = '127.0.0.1' # 监听本地主机 PORT = 25565 # 使用一个端口（除非你知道自己在做什么，否则不要使用默认的 Minecraft 端口） WEATHER_UPDATE_INTERVAL = 5 # 天气更新之间的秒数 def create_weather_packet(temperature, humidity, rain): """ 创建一个自定义天气数据包。 参数： temperature: 温度值 (浮点数)。 humidity: 湿度值 (浮点数)。 rain: 降雨强度 (浮点数, 0.0 - 1.0)。 返回值： 表示天气数据包的字节对象。 """ packet_id = 0x01 # 自定义数据包 ID（必须与客户端模组匹配） # 将数据打包成二进制格式 packet_data = struct.pack('!bff', temperature, humidity, rain) # ! = 网络字节顺序，b = 字节 (数据包 ID)，f = 浮点数 # 在前面加上数据包 ID packet = struct.pack('!b', packet_id) + packet_data # 在前面加上数据包长度 packet_length = len(packet) packet = struct.pack('!i', packet_length) + packet return packet def main(): """ 主服务器循环。 """ server_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM) server_socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) # 允许地址重用 server_socket.bind((HOST, PORT)) server_socket.listen(1) # 监听一个连接 print(f"天气 MCP 服务器监听在 {HOST}:{PORT}") conn, addr = server_socket.accept() print(f"客户端从 {addr} 连接") try: while True: # 模拟天气数据（用真实数据源替换） temperature = 25.5 + (time.time() % 10) - 5 # 温度在 20.5 和 30.5 之间 humidity = 0.6 + (time.time() % 5) / 10 # 湿度在 0.6 和 1.1 之间 rain = 0.0 if temperature > 28 else (time.time() % 3) / 3 # 如果温度低于 28，则下雨 weather_packet = create_weather_packet(temperature, humidity, rain) try: conn.sendall(weather_packet) print(f"发送天气更新：温度={temperature:.1f}, 湿度={humidity:.2f}, 降雨={rain:.2f}") except BrokenPipeError: print("客户端断开连接。") break # 如果客户端断开连接，则退出循环 time.sleep(WEATHER_UPDATE_INTERVAL) except KeyboardInterrupt: print("服务器正在关闭。") finally: conn.close() server_socket.close() if __name__ == "__main__": main() ``` **Key Takeaways:** * This is a *very* simplified example. A real Minecraft server is much more complex. * The client-side mod is essential. Without it, the standard Minecraft client will not understand the custom weather packets. * Pay close attention to packet IDs, data packing/unpacking, and byte order. * Use threading in your client mod to avoid blocking the main game thread. * Handle errors gracefully. This should give you a good starting point. Good luck!

Malaysia Prayer Time for Claude Desktop

马来西亚祈祷时间数据的模型上下文协议 (MCP) 服务器

Hello, MCP server.

一个基础的 MCP 服务器 (Yī gè jīchǔ de MCP fúwùqì)

Time-MCP

For the time and date, an MCP (Minecraft Protocol) server doesn't directly provide that information. The Minecraft protocol focuses on game-related data. However, here are a few ways you could get the time and date in relation to a Minecraft server: * **Server-Side Mod/Plugin:** The most common and reliable way. You would need a server-side mod or plugin (like for Bukkit, Spigot, Paper, Fabric, or Forge) that exposes the server's current time and date. This mod/plugin could then: * Display the time/date in the server console. * Send the time/date to players in-game (e.g., via chat message, scoreboard, or a custom GUI). * Expose the time/date via an API that other programs can query. * **External Script/Program:** You could write a script (e.g., in Python, Java, etc.) that runs on the same machine as the Minecraft server. This script would: 1. Get the current system time and date from the operating system. 2. Potentially interact with the Minecraft server (if needed) to display the time/date in-game (using `rcon` or a similar method). This is less common because it requires more setup. * **In-Game Clock (Minecraft Feature):** Minecraft itself has a day/night cycle. While not a real-world clock, players can use the in-game clock to estimate the time. You could potentially use commands or mods to display the in-game time in a more readable format. **In summary, you'll need a server-side mod/plugin or an external script to get the actual time and date in relation to your Minecraft server.** The MCP itself doesn't handle this. Here's the translation to Chinese: 对于时间和日期，MCP（Minecraft 协议）服务器不直接提供这些信息。 Minecraft 协议专注于与游戏相关的数据。 但是，以下是一些您可以获取与 Minecraft 服务器相关的时间和日期的方法： * **服务器端模组/插件：** 这是最常见和最可靠的方法。 您需要一个服务器端模组或插件（例如 Bukkit、Spigot、Paper、Fabric 或 Forge），该模组或插件公开服务器的当前时间和日期。 然后，此模组/插件可以： * 在服务器控制台中显示时间/日期。 * 在游戏中将时间/日期发送给玩家（例如，通过聊天消息、记分牌或自定义 GUI）。 * 通过其他程序可以查询的 API 公开时间/日期。 * **外部脚本/程序：** 您可以编写一个脚本（例如，使用 Python、Java 等），该脚本与 Minecraft 服务器在同一台机器上运行。 该脚本将： 1. 从操作系统获取当前的系统时间和日期。 2. （如果需要）可能与 Minecraft 服务器交互，以在游戏中显示时间/日期（使用 `rcon` 或类似方法）。 这不太常见，因为它需要更多设置。 * **游戏内时钟（Minecraft 功能）：** Minecraft 本身具有昼夜循环。 虽然不是真实世界的时钟，但玩家可以使用游戏内时钟来估计时间。 您可以潜在地使用命令或模组以更易读的格式显示游戏内时间。 **总而言之，您需要一个服务器端模组/插件或外部脚本来获取与您的 Minecraft 服务器相关的实际时间和日期。** MCP 本身不处理此问题。

MCP Tailwind Gemini Server

Advanced Model Context Protocol server that integrates Gemini AI with Tailwind CSS, providing intelligent component generation, class optimization, and cross-platform design assistance across major development environments.

A MCP server for Godot RAG

这个 MCP 服务器用于向 Godot RAG 模型提供 Godot 文档。

Databricks MCP Server

A Model Context Protocol server that enables AI assistants to interact with Databricks workspaces, allowing them to browse Unity Catalog, query metadata, sample data, and execute SQL queries.

Cars MCP Server

Okay, here's a basic example of how you might set up a simple Minecraft Protocol (MCP) server using Spring AI. This is a high-level outline and requires you to fill in the details based on your specific needs and the MCP library you choose. This example focuses on the Spring AI integration for handling commands or interactions. **Important Considerations:** * **MCP Library:** There isn't a single "standard" MCP library for Java. You'll need to choose one. Popular options include: * **MinecraftForge:** A very common modding platform. If you're building a mod, this is likely your choice. * **SpongeAPI:** Another modding platform, known for its plugin API. * **Custom Implementation:** You *could* implement the MCP protocol yourself, but this is a significant undertaking. I strongly recommend using an existing library. * **Spring Boot:** This example assumes you're using Spring Boot for easy setup and dependency management. * **Spring AI:** This example uses Spring AI to process player input and generate responses. **Project Setup (Maven or Gradle):** Add the following dependencies to your `pom.xml` (Maven) or `build.gradle` (Gradle): **Maven (`pom.xml`):** ```xml <dependencies> <dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-web</artifactId> </dependency> <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-core</artifactId> <version>0.8.0</version> <!-- Or the latest version --> </dependency> <dependency> <groupId>org.springframework.ai</groupId> <artifactId>spring-ai-openai</artifactId> <version>0.8.0</version> <!-- Or the latest version --> </dependency> <!-- Your chosen MCP library dependency goes here. Example using a hypothetical MCP library: --> <!-- <dependency> <groupId>com.example</groupId> <artifactId>mcp-library</artifactId> <version>1.0.0</version> </dependency> --> <dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-test</artifactId> <scope>test</scope> </dependency> </dependencies> ``` **Gradle (`build.gradle`):** ```gradle dependencies { implementation 'org.springframework.boot:spring-boot-starter-web' implementation 'org.springframework.ai:spring-ai-core:0.8.0' // Or the latest version implementation 'org.springframework.ai:spring-ai-openai:0.8.0' // Or the latest version // Your chosen MCP library dependency goes here. Example using a hypothetical MCP library: // implementation 'com.example:mcp-library:1.0.0' testImplementation 'org.springframework.boot:spring-boot-starter-test' } ``` **1. Spring Boot Application Class:** ```java import org.springframework.boot.SpringApplication; import org.springframework.boot.autoconfigure.SpringBootApplication; @SpringBootApplication public class McpServerApplication { public static void main(String[] args) { SpringApplication.run(McpServerApplication.class, args); } } ``` **2. MCP Server Component (Example):** ```java import org.springframework.ai.client.AiClient; import org.springframework.ai.prompt.PromptTemplate; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Value; import org.springframework.stereotype.Component; import javax.annotation.PostConstruct; import javax.annotation.PreDestroy; import java.util.HashMap; import java.util.Map; @Component public class McpServer { // Replace with your actual MCP server implementation private boolean isRunning = false; @Autowired private AiClient aiClient; @Value("${spring.ai.openai.api-key}") private String openAiApiKey; @Value("${mcp.server.port}") private int serverPort; @Value("${mcp.ai.prompt}") private String aiPrompt; @PostConstruct public void startServer() { System.out.println("Starting MCP Server on port: " + serverPort); System.out.println("Using OpenAI API Key: " + openAiApiKey); // Initialize your MCP server here (using your chosen library) // Example (replace with actual code): // this.mcpServer = new MyMcpserver(serverPort); // this.mcpServer.start(); isRunning = true; System.out.println("MCP Server started."); } @PreDestroy public void stopServer() { if (isRunning) { System.out.println("Stopping MCP Server"); // Stop your MCP server here (using your chosen library) // Example (replace with actual code): // this.mcpServer.stop(); isRunning = false; System.out.println("MCP Server stopped."); } } // Example method to handle player input and use Spring AI public String handlePlayerCommand(String playerName, String command) { System.out.println("Received command from " + playerName + ": " + command); // Use Spring AI to generate a response PromptTemplate promptTemplate = new PromptTemplate(aiPrompt); Map<String, Object> model = new HashMap<>(); model.put("playerName", playerName); model.put("command", command); String response = aiClient.generate(promptTemplate.create(model)).getGeneration().getText(); System.out.println("AI Response: " + response); return response; // Or send the response back to the player in-game } } ``` **3. Configuration (`application.properties` or `application.yml`):** ```properties spring.ai.openai.api-key=YOUR_OPENAI_API_KEY # Replace with your actual OpenAI API key mcp.server.port=25565 # Or your desired port mcp.ai.prompt=Player {playerName} issued command: {command}. Respond in a helpful and Minecraft-themed way. ``` **Explanation:** * **Dependencies:** The `spring-boot-starter-web` dependency is included for basic web functionality (though you might not need it directly for the MCP server itself, it's often useful for management endpoints). `spring-ai-core` and `spring-ai-openai` are the core Spring AI dependencies. You'll need to add the dependency for your chosen MCP library. * **`McpServerApplication`:** A standard Spring Boot application entry point. * **`McpServer` Component:** * `@Component`: Marks this class as a Spring-managed component. * `@Autowired AiClient`: Injects the Spring AI client. * `@Value`: Injects values from your `application.properties` or `application.yml` file. **Important:** Replace `YOUR_OPENAI_API_KEY` with your actual OpenAI API key. * `@PostConstruct`: The `startServer()` method is called after the Spring context is initialized. This is where you would start your MCP server. **You'll need to replace the placeholder comments with the actual code to initialize and start your chosen MCP library.** * `@PreDestroy`: The `stopServer()` method is called when the Spring context is shutting down. This is where you would stop your MCP server. **You'll need to replace the placeholder comments with the actual code to stop your chosen MCP library.** * `handlePlayerCommand()`: This is a *very* simplified example of how you might handle player input. It takes the player's name and command as input, uses Spring AI to generate a response, and then returns the response. **You'll need to adapt this to your specific MCP library and how it handles player input.** * **Spring AI Integration:** * `PromptTemplate`: Defines the prompt that will be sent to the AI model. The prompt includes placeholders for the player's name and command. * `aiClient.generate()`: Sends the prompt to the AI model and returns a response. * The response is then printed to the console and returned. * **`application.properties`:** Contains the configuration for your application, including the OpenAI API key, the server port, and the AI prompt. **Remember to replace `YOUR_OPENAI_API_KEY` with your actual key.** **How to Use It (Conceptual):** 1. **Choose an MCP Library:** Select the MCP library that best suits your needs (MinecraftForge, SpongeAPI, or a custom implementation). 2. **Implement MCP Server Logic:** Replace the placeholder comments in the `McpServer` class with the actual code to initialize, start, and stop your MCP server using your chosen library. This will involve handling network connections, player authentication, world loading, etc. 3. **Handle Player Input:** Modify the `handlePlayerCommand()` method to receive player input from your MCP server. This will likely involve listening for specific events or packets from the MCP library. 4. **Send Responses to Players:** Modify the `handlePlayerCommand()` method to send the AI-generated response back to the player in the game. This will involve using the appropriate methods from your MCP library to send messages to players. 5. **Configure Spring AI:** Make sure you have a valid OpenAI API key and that you've configured it in your `application.properties` file. You can also experiment with different AI models and prompt templates to get the desired behavior. **Example Scenario:** 1. A player types `/ask what is the best way to find diamonds?` in the game. 2. Your MCP server receives this command. 3. The `handlePlayerCommand()` method is called with `playerName` set to the player's name and `command` set to "what is the best way to find diamonds?". 4. The `PromptTemplate` is used to create a prompt like: "Player Steve issued command: what is the best way to find diamonds?. Respond in a helpful and Minecraft-themed way." 5. The prompt is sent to the OpenAI API. 6. The OpenAI API generates a response, such as: "Ahoy, matey! To find diamonds, ye should dig down to level -58 and look for them near lava pools. Be careful, though, or ye might get burned!" 7. The response is sent back to the player in the game. **Important Notes:** * **Error Handling:** This is a very basic example and doesn't include any error handling. You'll need to add error handling to your code to make it more robust. * **Security:** Be very careful about security when building an MCP server. Make sure you properly authenticate players and protect against exploits. * **Asynchronous Operations:** MCP servers are typically multi-threaded. Make sure you handle player input and AI responses asynchronously to avoid blocking the main server thread. Consider using Spring's `@Async` annotation or other concurrency mechanisms. * **Rate Limiting:** Be mindful of the OpenAI API's rate limits. You may need to implement rate limiting in your code to avoid being throttled. * **Prompt Engineering:** The quality of the AI's responses depends heavily on the prompt you provide. Experiment with different prompts to get the best results. * **Cost:** Using OpenAI's API incurs costs. Be aware of the pricing and monitor your usage. **Chinese Translation of Key Terms:** * **MCP (Minecraft Protocol):** Minecraft 协议 (Minecraft Xiéyì) * **Spring AI:** Spring 人工智能 (Spring Réngōng Zhìnéng) * **Server:** 服务器 (Fúwùqì) * **Player:** 玩家 (Wánjiā) * **Command:** 命令 (Mìnglìng) * **Prompt:** 提示 (Tíshì) * **API Key:** API 密钥 (API Mìyuè) * **Dependency:** 依赖 (Yīlài) * **Configuration:** 配置 (Pèizhì) * **Response:** 回应 (Huíyìng) / 响应 (Xiǎngyìng) This example provides a starting point for building an MCP server with Spring AI. You'll need to adapt it to your specific needs and the MCP library you choose. Remember to consult the documentation for your chosen MCP library and the Spring AI documentation for more information. Good luck!

MCP Memory

An MCP server that enables clients like Cursor, Claude, and Windsurf to remember user information and preferences across conversations using vector search technology.

spotify_mcp_server_claude

使用 MCP 框架构建的自定义 MCP 服务器

SQLGenius - AI-Powered SQL Assistant

SQLGenius 是一款由 AI 驱动的 SQL 助手，它使用 Vertex AI 的 Gemini Pro 将自然语言转换为 SQL 查询。它基于 MCP 和 Streamlit 构建，提供了一个直观的界面，用于 BigQuery 数据探索，并具有实时可视化和模式管理功能。

Quack MCP Server

A continuous integration server that automates Python code analysis, providing linting and static type checking tools for quality assurance.

Interzoid Weather City API MCP Server

An MCP server that provides access to the Interzoid GetWeatherCity API, allowing users to retrieve weather information for specified cities through natural language interactions.

Structured Thinking

一个统一的 MCP 服务器，用于结构化思维工具，包括模板思维和验证思维。 (Alternatively, depending on the specific context and target audience, you could also say:) 一个整合的 MCP 服务器，提供结构化思维工具，例如模板思维和验证思维。

Image Process MCP Server

That's a good translation! It's accurate and concise. Here are a couple of minor variations, depending on the nuance you want to convey: * **More literal:** 一个使用 Sharp 库提供图像处理功能的图像处理 MCP 服务器。 (This is closer to a word-for-word translation.) * **Slightly more natural flow:** 这是一个基于 Sharp 库的图像处理 MCP 服务器，用于提供图像处理功能。 (This emphasizes that the server is *based on* the Sharp library.) All three are perfectly understandable. Your original translation is excellent.

Spiral MCP Server

一个模型上下文协议（Model Context Protocol）服务器实现，它为与 Spiral 的语言模型交互提供了一个标准化的接口，并提供从提示词、文件或 Web URL 生成文本的工具。

UK Bus Departures MCP Server

Enables users to get real-time UK bus departure information and validate bus stop ATCO codes by scraping bustimes.org. Provides structured data including service numbers, destinations, scheduled and expected departure times for any UK bus stop.

Remote MCP Server Authless

A Cloudflare Workers-based Model Context Protocol server without authentication requirements, allowing users to deploy and customize AI tools that can be accessed from Claude Desktop or Cloudflare AI Playground.

MCP Client-Server Sandbox for LLM Augmentation

用于增强 LLM 推理（本地或云端）的完整沙盒，集成了 MCP 客户端-服务器。为 MCP 服务器验证和 Agentic 评估提供低摩擦的试验平台。

Configurable Puppeteer MCP Server

一个模型上下文协议（Model Context Protocol）服务器，它使用 Puppeteer 提供浏览器自动化功能，并通过环境变量配置选项，从而使大型语言模型（LLM）能够与网页交互、截取屏幕截图，并在浏览器环境中执行 JavaScript。