发现优秀的 MCP 服务器

Azure APIM + MCP Server Demo

Exposes backend APIs through Azure API Management as an MCP server to enable AI assistants to interact with product catalogs and order systems. It provides standardized tools for searching products, retrieving details, and managing orders via the Model Context Protocol.

SSH Read-Only MCP Server

Enables secure remote SSH command execution with strict read-only enforcement, allowing safe delegation of SSH access to Claude while preventing write operations. Supports connection pooling, command validation, and comprehensive logging for audit trails.

Email MCP Server

Enables AI to send, read, search, delete and reply to emails through SMTP or Gmail API, supporting common email services like QQ, 163, Gmail and Outlook with HTML/text formats and attachments.

x402 MCP Payment

Enables AI agents to access paid content by integrating cryptocurrency payments through the x402 protocol, allowing LLMs to verify payments and retrieve paid resources automatically.

Stimulus Docs MCP Server

An MCP server that provides access to up-to-date Stimulus JS documentation directly within Claude conversations and VS Code.

Actor-Critic Thinking MCP Server

Provides dual-perspective analysis through alternating actor (creator/performer) and critic (analyzer/evaluator) viewpoints, generating comprehensive performance evaluations with balanced, actionable feedback.

Codemend MCP Server

Connects AI tools directly to Codemend production error monitoring to list, analyze, and resolve software crashes. It enables users to retrieve AI-generated fixes and automatically open GitHub pull requests to address production issues.

MCP-NetDisk

A private cloud storage system with Model Context Protocol integration that allows AI models to manage files through operations like searching, reading, and creating content. It features a complete web interface for user administration, storage quota management, and rich media previews.

File Operations MCP Server

Provides tools for common file processing operations including reading files, listing directories, searching across files, getting file info, and counting lines with built-in security features like path traversal protection.

Homello MCP

Provides access to Homello platform product documentation and configuration metadata through a single tool that returns API settings and bundled documentation.

FastMCP Development Assistant

Provides comprehensive development tools for FastMCP projects including documentation access, NPM package version management, and TypeScript type definitions retrieval. Enables developers to fetch FastMCP documentation, analyze NPM packages, and access MCP architecture information through natural language.

Polarion MCP Servers

Polarion 的 MCP 服务器

Sequential Thinking MVP Server

Enables AI assistants to perform structured, step-by-step reasoning by breaking down complex problems into numbered thoughts, with support for revising previous steps and exploring alternative reasoning paths.

MIDI Analyzer MCP Server

Enables comprehensive analysis of MIDI SMF files including loading, parsing, track analysis, event extraction with filtering, and detailed file summaries. Supports memory management for efficient repeated access to loaded MIDI files.

SeedreamMCP

ByteDance Seedream AI image generation and editing (style transfer, background change, virtual try-on) with multiple models, multi-resolution up to 4K, and streaming delivery.

TalkToAnki

An MCP server that enables AI assistants to seamlessly manage Anki flashcards, decks, and templates through the AnkiConnect API. It supports intelligent querying, batch note creation, and detailed study progress analysis using natural language.

docbrain

Self-improving documentation engine that ingests Slack and GitHub PRs to detect knowledge gaps and improve documentation automatically.

AWS Diagram MCP Server

Enables users to generate professional AWS architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python code through the diagrams package. Supports customizable styling and secure diagram generation for cloud infrastructure visualization.

Alethea World History Engine

A narrative graph engine that enables LLMs to generate, track, and mutate complex fictional worlds while maintaining consistency between factions, characters, and locations. It acts as a specialized RAG framework for storytelling, allowing models to manage thousands of entities without exceeding context limits.

MCP Calculator

A protocol interface that extends AI capabilities by enabling models to interact with external systems for calculations, email operations, knowledge search, and more.

Logo MCP

An intelligent website logo extraction system built on the Model Context Protocol (MCP) that automatically identifies and extracts logo icons from websites.

Cost Management MCP

An MCP server for unified cost tracking and analysis across AWS, OpenAI, and Anthropic. It enables users to query expenditures, compare costs across providers, and analyze usage trends through natural language.

dy-mcp

Enables automation of Douyin (TikTok China) tasks including parsing share links to get watermark-free download URLs and uploading videos from specified local paths.

Build MCP Server

Enables AI assistants to manage development workflows by running build commands, executing tests, analyzing package.json files, installing dependencies, and performing code linting. Supports multiple package managers (npm, yarn, pnpm) and provides detailed error reporting for development operations.

MiniMax MCP Server

Bridges MiniMax AI capabilities to the Model Context Protocol, enabling AI agents to perform image understanding, text-to-image generation, and speech synthesis. It provides a standardized interface for accessing MiniMax's core tools via JSON-RPC.

Banana Image MCP

An MCP server that generates high-quality blog cover images using Google Gemini AI and automatically uploads them to Qiniu Cloud storage. It provides automated WebP conversion and compression to deliver optimized CDN URLs for generated images.

blog-writer-mcp

An AI blog automation server that uses a 'Creative DNA' system to generate personalized content based on a user's favorite authors and themes. It manages the entire workflow from trend collection and SEO optimization to automated publishing on Google Blogger.

Gyazo MCP Server

一个基于 TypeScript 的 MCP 服务器，它使 AI 助手能够通过模型上下文协议与 Gyazo 图片进行交互，并通过 Gyazo API 提供对图片 URI、元数据和 OCR 数据的访问。

🎯 Kubernetes AI Management System

AI驱动的Kubernetes管理系统：一个将自然语言处理与Kubernetes管理相结合的平台。用户可以进行实时诊断、资源监控和智能日志分析。它通过对话式AI简化了Kubernetes管理，提供了一种现代化的替代方案。

Keyword Research Tool MCP Server

Provides comprehensive SEO analysis by crawling websites and generating AI-powered keyword insights, search volume data, and competitor strategies. It delivers detailed reports on keyword clusters and commercial intent to help optimize digital marketing workflows.