发现优秀的 MCP 服务器

MemoryVault MCP

A self-hosted, graph-aware memory server for AI assistants that provides persistent memory across sessions with hybrid search and knowledge graph capabilities.

undo

Provides checkpoint and rollback capabilities for AI agents, reversing file system changes and recording network mutations.

Jokes MCP Server

An MCP server that provides jokes to Microsoft Copilot Studio, demonstrating how to deploy a Model Context Protocol server that delivers Chuck Norris and Dad jokes upon request.

IP Contingency MCP Server

Enables AI-powered analysis of IP assignment compliance, including gap detection, anomaly detection, and risk prediction.

@striderlabs/mcp-marriott

MCP server for Marriott Hotels that enables AI agents to search hotels, manage reservations, check in, and interact with the Marriott Bonvoy loyalty program via browser automation.

Playwright MCP

Enables AI assistants to interact with web browsers in real-time through Playwright, providing DOM access, screenshots, and interaction recording to generate accurate, context-aware test scripts.

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright automation tools, allowing them to perform web tasks like navigation, typing, clicking, and taking screenshots. Deployed on Cloudflare Workers and compatible with various AI platforms including Claude Desktop and VS Code.

openbeautyfacts

Enables querying Open Beauty Facts product data through natural language, using the Pipeworx MCP gateway.

MCP Vertica

Enables interaction with Vertica databases through SQL queries, schema management, and bulk data operations. Supports connection pooling, SSL/TLS security, and configurable permissions for database operations.

design-os-migration-mcp

Bridges Design OS exported component packages into target projects, handling migrations across different CSS, component, and icon libraries.

Israel Weather AI Agent

Enables users to query real-time weather data for Israeli cities using natural language, automatically scraping a weather website via Playwright and returning AI-generated answers.

serial-mcp

MCP server for serial port communication. Provides tools to open, read, write, and manage serial ports through the Model Context Protocol.

MCP Git/PR Assist

Enables Git and GitHub pull request operations through Claude AI, including repository management, branch operations, commits, and PR creation/commenting. Streamlines development workflows by providing Git commands and GitHub API integration through natural language interactions.

Memorised them All

Imagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from what it remembers — citing which document each fact came from. That's Memorised them All. It's a small add-on (an MCP server) for Claude Desktop and Claude Code that: Reads your files — PDFs, Word/Excel/PowerPoint, web pages, images (with OCR), ev

@shuji-bonji/pdf-reader-mcp

An MCP (Model Context Protocol) server specialized in deciphering PDF internal structures.

Purple Flea Domains

Buy and manage domain names with USDC via API. Search availability, register .com/.ai/.io domains, and manage DNS records. Designed for autonomous AI agents. 15% referral commissions.

Weather MCP Server

A real-time weather query server based on the HelloAgents framework that provides weather data for major Chinese cities and global locations via the wttr.in API. It allows users to retrieve temperature, humidity, and atmospheric conditions without requiring an API key.

ProofBase MCP Server

An AI-powered server that generates realistic, customizable customer testimonials with specific tones, roles, and performance metrics. It enables users to create authentic social proof content through simple natural language prompts.

MCP-Based Enterprise Knowledge Search Assistant

Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.

A2A Market MCP Server

Connect AI agents to A2A Market — publish procurement intents, discover suppliers, negotiate prices, and settle orders via 31 MCP tools| | Long Description |A2A Market is an AI Agent-native commerce network. This MCP server exposes 31 tools covering the full buy/sell lifecycle: intent publishing, multi-layer sourcing (L1-L5), AI-hosted multi-round negotiation, human-authorized settlement, comp

Android Mobile MCP

Enables AI agents to interact with Android devices through UI manipulation, screen capture, touch gestures, text input, and app management via ADB. Provides comprehensive mobile automation capabilities including element detection, navigation, and application control for Android device testing and interaction.

mcp-imdb

Enables access to IMDB movie and entertainment data through the Model Context Protocol. Note: The README describes a notes system but the project name suggests IMDB functionality.

proxmox-mcp

Provides tools to manage Proxmox VE clusters via Claude Code, enabling listing nodes, VMs, templates, power actions, and creation of LXC containers and VMs through the Proxmox REST API.

PhiShark Playwright MCP

A fork of Playwright MCP that adds PhiShark preflight and browser-deep security checks to block or warn on phishing and high-risk pages.

JamJet

Durable, agent-native AI runtime with native MCP client and server support. Rust core for performance with Python SDK for workflow authoring. Features graph-based workflows, durable execution, A2A protocol support, and multi-agent coordination.

AgentHub

A local MCP server that orchestrates multi-agent coding teams by spawning workers, delegating tasks, and managing session lifecycles through an external MCP client.

PostgreSQL MCP Server

Enables AI assistants to query and manage local PostgreSQL databases through SQL execution and schema exploration tools. It supports both read-only queries and write operations including table creation and data modification via natural language.

Power BI Report MCP Server

Build Power BI reports with natural language through an MCP server that connects AI assistants to Power BI's PBIR file format for creating pages, visuals, themes, and filters locally.

mcp-mistral-queue

An MCP server that coordinates Mistral API calls across multiple processes/clients using a shared SQLite queue, enforcing automatic rate limiting and priority-based queuing.