发现优秀的 MCP 服务器

MCP Math Server

Provides basic mathematical operations including arithmetic, square root, and number theory functions like GCD and LCM. Built with TypeScript and includes proper error handling for edge cases like division by zero.

Docker MCP Server

Enables secure execution of shell commands and file operations within isolated Docker containers. Provides process management, interactive input handling, and comprehensive file system operations for containerized development environments.

Worksona MCP Server

Integrates 100+ specialized AI agents with Claude Desktop, providing automated agent discovery, multi-agent coordination, and ready-to-use task templates for complex development and business workflows. Enables users to leverage enterprise-level AI capabilities through actionable resources and intelligent agent matching.

Dub.co MCP Server

镜子 (jìng zi)

Gemini MCP Server

Enables multi-turn conversations with Google Gemini AI models, supporting file and image analysis, automatic model selection, deep thinking mode, and Google Search integration through the AIStudioProxyAPI backend.

Glitchtip MCP Server

Enables interaction with Glitchtip error tracking platform through natural language. Provides access to issues, events, projects, teams, and organization management for comprehensive error monitoring and debugging.

Forge MCP Server

Integrates with the Laravel Forge API to provide comprehensive management of servers and sites. It enables users to perform health checks, monitor logs, create resources, and execute deployment tasks through MCP-compliant tools.

Dify MCP Server (TypeScript)

镜子 (jìng zi)

MCP Calculator Server

A minimal Model Context Protocol server that provides basic arithmetic tools and a comprehensive meeting analysis prompt template for processing transcripts. It serves as a clean example for developers to learn how to build, test, and integrate MCP servers with Claude Desktop.

Truecaller Data2 MCP Server

Enables phone number lookup through the Truecaller Data2 API, allowing users to search and retrieve information about phone numbers for identification and verification purposes.

Streamable HTTP MCP Server

Implements a Model Context Protocol server that enables streaming communication between Azure OpenAI GPT-4o and tool services, allowing for real-time intelligent tool usage via Server-Sent Events.

VayuChat MCP

A FastMCP server for natural language data analysis that allows users to load CSV files, execute Python code with pandas and numpy, and generate matplotlib visualizations. It provides a suite of tools for data exploration, statistical summaries, and querying datasets through MCP-compatible clients.

MCP Server Starter (TypeScript)

A minimal, production-ready TypeScript template for building Model Context Protocol servers with auto-loading architecture for tools, resources, and prompts, supporting both stdio and HTTP transports.

Astro Docs MCP Server

Allows AI tools like Cursor, VS Code, Claude, ChatGPT, and Windsurf to access the latest Astro documentation in a structured way, enabling accurate answers about Astro's features, APIs, and best practices.

Symphony of One MCP

A multi-agent orchestration system that enables multiple Claude instances to collaborate through a centralized hub with a shared workspace and real-time communication. It features integrated task management, role assignment, and persistent memory to facilitate complex, synchronized agent workflows.

Xray MCP Server

Enables vulnerability scanning of web applications using the xray security scanner. Provides URL scanning capabilities with configurable crawlers, plugins, and POCs to detect security vulnerabilities through natural language interactions.

ML Lab MCP

Transforms AI assistants into a full ML engineering environment for training and fine-tuning models across multiple backends (local GPU, Mistral, Together AI, OpenAI) and cloud providers (Lambda Labs, RunPod, SSH-accessible VPS), with dataset management, experiment tracking, cost estimation, and deployment to Ollama/Open WebUI.

Trade Me MCP Server

Enables AI assistants to interact with New Zealand's largest online marketplace through the Trade Me API. Supports searching listings, managing watchlists, placing bids, making purchases, and accessing marketplace data across all Trade Me categories.

Kubernetes MCP Server

镜子 (jìng zi)

MCP Jira

Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.

MCP Server

用 Golang 编写的数据库 MCP 服务器 (Yòng Golang biānxiě de shùjùkù MCP fúwùqì) Alternatively, if you want to emphasize the "Database" part: 数据库 MCP 服务器，使用 Golang 编写 (Shùjùkù MCP fúwùqì, shǐyòng Golang biānxiě)

superFetch MCP Server

An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.

ReviewMCP

Enables automatic validation and correction of Re:VIEW manuscript files by checking for unauthorized tags, fixing duplicate/empty IDs, and running fast lint checks to prevent common errors during writing.

sentry-mcp-rs

Fast and minimal Sentry MCP server written in Rust

Clipboard MCP Server

Enables pattern-based file editing operations using copy/paste functionality with text landmarks instead of exact string matching. Allows AI agents to efficiently manipulate file content by identifying code patterns and insertion points without consuming large amounts of context tokens.

Inkeep MCP Server

一个服务器，通过 Inkeep 的 API 将 Claude 连接到您的文档，从而实现由 AI 驱动的与文档内容的交互。

Securities prices MCP server sample

证券价格、历史信息等的示例 MCP 服务器。

mcp-dbs

一个用于连接和操作各种数据库系统的模型上下文协议 (MCP) 实现。

Optimized Memory MCP Server V2

一个基于 Python 的服务器，实现了模型上下文协议 (Model Context Protocol, MCP)，用于与 Claude Desktop 作为 MCP 客户端进行交互，并支持通过高效的内存管理进行互动。