发现优秀的 MCP 服务器

gitlab-mcp

Enables retrieving comprehensive information about GitLab merge requests, including details, commits, diffs, discussions, approvals, and CI/CD status, through natural language.

mcp-travel-art

Art-tourism data for AI agents: biennales, art fairs, museum essentials with 2026 prices, opening hours, and sequenced routes.

Photon MCP iMessage

Exposes 67 MCP tools for iMessage including chats, messages, attachments, contacts, polls, scheduled messages, FaceTime, Find My, and more.

Weather MCP Server

Provides real-time weather information for any city worldwide using the Open-Meteo API, returning current temperature, wind speed, and geographic coordinates through a containerized MCP server.

KiCAD MCP Server

Enables AI assistants like Claude to interact with KiCAD for PCB design automation, providing comprehensive tool schemas and real-time project state access.

google-my-business-mcp

MCP server that exposes Google Business Profile / Google My Business REST APIs as MCP tools, returning Google API responses directly without added workflow or business logic.

Browser-MCP Navigator

Ultra-fast browser automation server over Chrome DevTools Protocol (CDP), exposed as MCP, enabling AI agents to control a real Chrome browser with low latency and minimal token usage.

Enkrypt AI MCP Server

将AI安全分析、红队测试和提示词审计直接集成到与MCP兼容的客户端中，例如Claude Desktop和Cursor IDE，从而可以实时分析提示词并检测越狱尝试。

mcp-transport-feeds

Enables browsing and fetching transport and mobility news feeds from curated sources and arbitrary RSS/Atom/RDF URLs.

MCP-Wikipedia-API-Server

一个 FastAPI-MCP 服务器，用于为 AI 助手获取维基百科摘要，使用 Google Colab 和 Ngrok 部署。

Bio-MCP BLAST

Enables AI assistants to perform NCBI BLAST sequence similarity searches through natural language, supporting nucleotide and protein searches, custom database creation, and multiple output formats.

Fellow Aiden brew.link MCP server

Enables creating and sharing Fellow Aiden brew profiles as brew.link URLs through Claude.ai, with validation and authentication.

WhaleScope MCP

MCP server providing Binance Futures market intelligence, including funding rates, open interest, long/short ratios, order book, and volatility, with a focus on retail vs whale positioning. It offers read-only access to public data and a composite analysis tool.

MCP Weather Forecast Server

Enables LLMs to retrieve weather forecasts for Israeli cities via browser automation and USA weather via API, maintaining state across tool calls for sequential operations.

io.github.nhantour/genie-locker

Read-only MCP server for GenieLocker that exposes tools for service status, commercial inventory, live quotes, recipe search, and credit pricing, without enabling purchases or model inference.

Guess Number MCP Server

Enables users to play a number guessing game through a remote MCP server deployed on Google Cloud Run. The server tracks game state per user and maintains conversation logs for an interactive guessing experience.

IRIS ObjectScript MCP Server

Provides access to InterSystems IRIS ObjectScript documentation, examples, and intelligent search tools. Enables developers to query documentation, search class references, and access official IRIS resources through natural language.

Code Sandbox MCP

一个 MCP 服务器，用于创建安全的代码沙箱环境，以便在 Docker 容器中执行代码。

Grok × Codex Bridge

A local, read-only MCP bridge that lets OpenAI Codex ask your authenticated Grok Build CLI for a second opinion without copying API keys into Codex.

data-engineering-mcp

Enables local and offline XLSX header cataloging, candidate relationship inference, and Oracle SELECT/WITH SQL generation without accessing databases or executing SQL.

Panella

Governed, self-hosted memory for AI agents: writes queue until an authorized approver signs off.

API Weaver

A comprehensive MCP server with RESTful API that enables file operations, command execution, project management, and AI integration for remote development control with security features and real-time communication.

bitty-mcp

This MCP server is pre-implementation; it is intended to enable read-only agent interaction with Bitty debug and command protocols, with explicit fine-grained authorization.

mcp-google-maps

Provides tools to search and get details of places via Apify's Google Maps Scraper.

thought-search

MCP server for searching files on macOS by name or content using semantic and lexical search, providing file paths and line numbers for agents to read from.

agent-vault

Agent Vault is a local credential vault for AI agents. It enables agents to use secrets by name without ever seeing their values, with host allowlists, output scrubbing, and audit logging.

AI-Multimodal-Campaign-Architect

Enables to plan, write, illustrate, and voice a full marketing campaign through an MCP pipeline that generates copy, moodboards, voiceovers, and images with automated guardrails and budget controls.

Weather MCP Server

Okay, here's an example of creating an MCP (Minecraft Coder Pack) server setup. This focuses on the core steps and assumes you have some basic familiarity with command lines and file management. Keep in mind that MCP is primarily used for *mod development*, not for running a standard Minecraft server. This setup is to allow you to decompile, modify, and recompile the Minecraft server code. **Important Considerations:** * **MCP is for Mod Development, Not Server Hosting:** MCP is designed to let you *modify* the Minecraft code. It's not a replacement for a standard Minecraft server (like the official server.jar or a Spigot/Paper server). You'll use MCP to change the code, then build a modified server jar. * **Minecraft Version Compatibility:** MCP is tied to specific Minecraft versions. You *must* use the correct MCP version for the Minecraft version you want to work with. Using the wrong versions will lead to errors. * **Legality:** You are allowed to modify the Minecraft code for personal use and mod development. Distributing the *original* Minecraft code (even modified) is generally not allowed. You can distribute your *mod* (the changes you made). * **Complexity:** Mod development with MCP is a complex process. This example provides a basic outline. Expect to encounter challenges and consult the MCP documentation and community resources. **Steps (Simplified):** 1. **Download MCP:** * Go to a reliable source for MCP downloads. A common place is often linked from the MinecraftForge forums or related modding communities. Search for "MCP [Minecraft Version]" (e.g., "MCP 1.19.2"). Make sure you download the correct version for the Minecraft version you want to mod. * Extract the downloaded MCP archive (usually a `.zip` or `.tar.gz` file) to a directory on your computer. For example, `C:\mcp` (Windows) or `/home/user/mcp` (Linux/macOS). This directory will be your MCP working directory. 2. **Download the Minecraft Server Jar:** * Download the official Minecraft server `.jar` file from the Minecraft website ([https://www.minecraft.net/en-us/download/server](https://www.minecraft.net/en-us/download/server)). Make sure it's the same version as the MCP version you downloaded. * Place the server `.jar` file in the `jars` subdirectory within your MCP directory. For example, `C:\mcp\jars\server.jar`. Rename the server jar to `minecraft_server.jar`. 3. **Configure MCP ( `mcp.cfg` ):** * Open the `mcp.cfg` file in your MCP directory with a text editor. * **Important:** Verify that the `MinecraftVersion` setting in `mcp.cfg` matches the Minecraft version of your server jar. If it doesn't, change it. For example: ``` MinecraftVersion = 1.19.2 ``` * You might need to adjust other settings in `mcp.cfg` depending on your specific needs and the MCP version. Refer to the MCP documentation for details. 4. **Decompile Minecraft:** * Open a command prompt or terminal. * Navigate to your MCP directory using the `cd` command. For example: ```bash cd C:\mcp (Windows) cd /home/user/mcp (Linux/macOS) ``` * Run the `decompile.sh` (Linux/macOS) or `decompile.bat` (Windows) script. This will decompile the Minecraft server code. ```bash ./decompile.sh (Linux/macOS) decompile.bat (Windows) ``` * **This step takes a significant amount of time (minutes to hours), depending on your computer and the Minecraft version.** Be patient. Watch the output in the command prompt/terminal for any errors. If you encounter errors, carefully read the error messages and consult the MCP documentation or online forums for solutions. Common errors are related to incorrect Java versions or missing dependencies. 5. **Understanding the Decompiled Code:** * After successful decompilation, the decompiled source code will be located in the `src/minecraft_server` directory within your MCP directory. * The code is organized into packages and classes, mirroring the structure of the original Minecraft code. * **Important:** The decompiled code is often obfuscated (variable and method names are meaningless). MCP uses mappings (stored in `.csv` files) to deobfuscate the code, making it more readable. 6. **Modifying the Code (Example):** * Open the `src/minecraft_server` directory in your IDE (Integrated Development Environment) like Eclipse or IntelliJ IDEA. You'll need to configure your IDE to use the MCP project structure. This usually involves creating a new project and importing the `src/minecraft_server` directory as the source folder. * **Example:** Let's say you want to change the default message that appears when a player joins the server. You would need to find the relevant class and method that handles player joining and modify the string that is sent to the player. This requires understanding the Minecraft server code. * **Important:** Make small, incremental changes and test frequently. It's easy to introduce errors that can prevent the server from starting or cause unexpected behavior. 7. **Recompiling and Reobfuscating:** * After making your changes, you need to recompile the code and reobfuscate it (convert it back to the original obfuscated form). * In your command prompt/terminal (still in the MCP directory), run the `recompile.sh` (Linux/macOS) or `recompile.bat` (Windows) script. ```bash ./recompile.sh (Linux/macOS) recompile.bat (Windows) ``` * If the recompilation is successful, run the `reobfuscate.sh` (Linux/macOS) or `reobfuscate.bat` (Windows) script. ```bash ./reobfuscate.sh (Linux/macOS) reobfuscate.bat (Windows) ``` * These steps will create a new, modified server `.jar` file in the `reobf/minecraft_server.jar` directory. 8. **Testing Your Modified Server:** * Copy the `reobf/minecraft_server.jar` file to a new directory where you want to run your modified server. * Create an `eula.txt` file in that directory and set `eula=true`. * Run the modified server jar: ```bash java -jar minecraft_server.jar ``` * Connect to your server using the Minecraft client and test your changes. **Example `mcp.cfg` (Illustrative):** ``` # Configuration file for MCP # Minecraft Version MinecraftVersion = 1.19.2 # Java location # If not set, MCP will try to find it in your PATH #JavaDir = C:\Program Files\Java\jdk1.8.0_201 # Options for the decompile process Decompile = true Recompile = true Reobfuscate = true # Location of the Minecraft server jar ServerJar = jars/minecraft_server.jar # Location of the Minecraft client jar (optional) ClientJar = jars/minecraft_client.jar # Location of the mappings #Mappings = conf/server.srg # Output directories OutputDir = bin ReobfDir = reobf SourceDir = src # Logging level (DEBUG, INFO, WARN, ERROR) LogLevel = INFO ``` **Chinese Translation of Key Terms:** * **MCP (Minecraft Coder Pack):** Minecraft 代码包 (Minecraft Dàimǎ Bāo) * **Decompile:** 反编译 (Fǎnbiānyì) * **Recompile:** 重新编译 (Chóngxīn Biānyì) * **Reobfuscate:** 重新混淆 (Chóngxīn Hùnxiáo) * **Server Jar:** 服务器 Jar 文件 (Fúwùqì Jar Wénjiàn) * **Mappings:** 映射 (Yìngshè) * **Source Code:** 源代码 (Yuán Dàimǎ) * **Mod:** 模组 (Mózǔ) **Important Notes and Troubleshooting:** * **Java Version:** MCP often requires a specific Java version (usually Java 8 or Java 17, depending on the Minecraft version). Make sure you have the correct Java Development Kit (JDK) installed and that your `JAVA_HOME` environment variable is set correctly. The `mcp.cfg` file may have a `JavaDir` setting you need to adjust. * **Errors During Decompilation/Recompilation:** Carefully read the error messages. Common causes include: * Incorrect Java version * Missing dependencies * Corrupted server jar file * Incorrect MCP version for the Minecraft version * **IDE Setup:** Configuring your IDE (Eclipse, IntelliJ IDEA) correctly is crucial for mod development. Refer to the MCP documentation and tutorials for instructions on setting up your IDE. * **MCP Documentation:** The official MCP documentation (if available for your version) is your best resource for detailed information and troubleshooting. * **Community Forums:** The MinecraftForge forums and other modding communities are excellent places to ask questions and get help from experienced modders. This is a simplified example. Mod development with MCP is a complex and challenging process. Be prepared to spend time learning and troubleshooting. Good luck!

flakiness-knowledge-graph-mcp

This MCP server builds a local flakiness knowledge graph from Playwright test run history and enables AI agents to query flaky tests, failure patterns, trends, and correlated git commits, helping diagnose test reliability without manual analysis.

Trading212 MCP Server

MCP server providing data connectivity to the Trading212 trading platform, enabling account management, order handling, portfolio tracking, and market data access via MCP tools and resources.