发现优秀的 MCP 服务器

MemoraМCP

An MCP-powered storage system for AI agents that provides IPFS-secured, verifiable, and sovereign data storage capabilities.

天气 MCP 服务器

这是一个基于 FastMCP 构建的天气查询 MCP 服务器。 (This translates to: "This is a weather query MCP server built on FastMCP.")

Toy MCP Server

A simple reference implementation demonstrating MCP server basics with two toy tools: generating random animals and simulating 20-sided die rolls.

Interactive Feedback MCP

MCP server that enables human-in-the-loop workflow in AI-assisted development tools by allowing users to provide direct feedback to AI agents without consuming additional premium requests.

🤖 MCP Server — Agent X (Powered by Gemini Flash + Twitter API)

使用 MCP 服务器构建的 AI 代理

Excel Explorer

An MCP server that allows LLMs to read, analyze, and interact with Excel files through file operations, data discovery, and comprehensive analysis tools.

mcp-edge-search

一个模型上下文协议（Model Context Protocol，MCP）服务器，为像 Claude Desktop 这样的 MCP 客户端提供网络搜索功能。

LumenX-MCP Legal Spend Intelligence Server

MCP server that enables intelligent analysis of legal spend data across multiple sources (LegalTracker, databases, CSV/Excel files), providing features like spend summaries, vendor performance analysis, and budget comparisons.

ms-fabric-mcp-server

Enables AI agents to interact with Microsoft Fabric by exposing tools for managing workspaces, notebooks, SQL queries, pipelines, and Livy Spark sessions. It provides a comprehensive set of operations for data engineering and analytics tasks using standard Azure authentication.

MCP Server Implementations

使用服务器发送事件 (SSE) 的模型控制协议 (MCP) 自定义服务器实现

MCP Master Puppeteer

An advanced MCP server for browser automation using Puppeteer, specifically optimized for token efficiency through minimal data returns and progressive enhancement. It enables agents to navigate pages, capture LLM-optimized screenshots, extract structured content, and perform batch interactions.

Bear MCP Server

镜子 (jìng zi)

insights-mcp-server

红帽 Insights MCP 服务器 POC (Hóngmào Insights MCP fúwùqì POC) This translates to: * **红帽 (Hóngmào):** Red Hat * **Insights:** Insights (The English word is often used directly in Chinese in technical contexts) * **MCP:** MCP (The English abbreviation is often used directly in Chinese in technical contexts) * **服务器 (fúwùqì):** Server * **POC:** POC (Proof of Concept - The English abbreviation is often used directly in Chinese in technical contexts) Therefore, a more natural translation, especially in a technical setting, might be: **红帽 Insights MCP 服务器概念验证 (Hóngmào Insights MCP fúwùqì gàiniàn yànzhèng)** Where: * **概念验证 (gàiniàn yànzhèng):** Concept Validation (This is a more formal translation of "Proof of Concept") While the first translation is perfectly understandable, the second one is more precise and commonly used in formal documentation. Choose the one that best suits your audience and the context.

MCP Email Service

Enables multi-account email management with AI-powered monitoring, intelligent filtering, and automated notifications across multiple platforms including Gmail, Outlook, QQ Mail, and 163 Mail.

Modes MCP Server

镜子 (jìng zi)

GameMaker Documentation MCP Server

Provides programmatic access to GameMaker Language (GML) documentation through MCP tools for function lookup, documentation search, and comprehensive coding guidance. Includes built-in GameMaker documentation with no additional setup required.

ethereum-validator-queue-mcp

An MCP server that tracks Ethereum’s validator activation and exit queues in real time, enabling AI agents to monitor staking dynamics and network participation trends.

Databricks MCP Server App

Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

MCP RifaExpress Backend

An MCP server designed to interact with the RifaExpress backend via PostgreSQL database queries and REST API integrations. It enables users to manage core entities like companies, users, and plans while providing tools for database schema inspection and health monitoring.

Safari MCP Server

Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.

MCP System Info Server

A lightweight MCP server that provides real-time hardware statistics including CPU, memory, disk, and NVIDIA GPU usage. It enables users to monitor system performance and retrieve comprehensive host machine specifications through a standardized interface.

dev-chrome-monitor

Enables interaction with Chromium browser instances through Puppeteer for inspecting dev builds, capturing screenshots, and automating UI interactions. Features permission-gated tools for secure browser navigation, DOM manipulation, and JavaScript evaluation.

jitbit-helpdesk-mcp

An MCP server that lets AI assistants search and read support tickets from Jitbit Helpdesk. Works with both SaaS and on-premise installations.

MySQL MCP Server

A lightweight MySQL MCP server that enables LLMs to interact with databases through tools for schema inspection and query execution. It features LLM-friendly formatting, SSL support, and a secure read-only mode with query timeout protections.

Symbol MCP Server (REST API tools)

MCP 服务器符号。（REST API 工具）

Kodit

A Code Indexing MCP Server that connects AI coding assistants to external codebases, providing accurate and up-to-date code snippets to reduce mistakes and hallucinations.

Next.js MCP Server

A template MCP server built with Next.js using the Vercel MCP Adapter. Provides a framework for deploying MCP servers with custom tools, prompts, and resources on Vercel with SSE transport support.

MCP Adapter

Automatically converts OpenAPI specifications into Model Context Protocol applications, enabling HTTP APIs to be managed as MCP services. It features a dynamic architecture that monitors file systems or Kubernetes ConfigMaps to update MCP tools in real-time.

mcp-golang-http-server

一个简单的 MCP 服务器，通过 SSE 暴露，并提供示例工具、资源和提示。 (Or, a slightly more formal translation:) 一个通过 SSE 暴露的简单 MCP 服务器，附带示例工具、资源和提示。 **Explanation of Choices:** * **MCP:** I've left "MCP" as is, assuming it's a specific acronym or term that's best understood in its original form. If you have the full name of what MCP stands for, I can provide a more accurate translation. * **SSE:** Similarly, I've left "SSE" as is. It's likely an acronym for Server-Sent Events, which is a technical term. * **暴露 (bào lù):** This translates to "exposed" or "revealed." It's a common term in software development to describe making a service or API accessible. * **示例 (shì lì):** This translates to "example." * **工具 (gōng jù):** This translates to "tools." * **资源 (zī yuán):** This translates to "resources." * **提示 (tí shì):** This translates to "prompts" or "hints." * **附带 (fù dài):** This translates to "attached" or "included with." It's a slightly more formal way to say "with." The second translation using "附带" is slightly more formal and might be preferred in technical documentation. The first translation is more direct and easier to understand. Choose the one that best suits your audience and context.