发现优秀的 MCP 服务器

MCP Memory Server

Enables AI assistants to store and retrieve long-term memories using PostgreSQL with vector similarity search. Supports semantic memory operations, tagging, and real-time updates for persistent learning across conversations.

unofficial-magister-mcp

An MCP server for accessing Dutch school schedules from Magister. Enables Claude and other MCP-compatible AI assistants to query school schedules, drop-off times, and pick-up times.

geminicli-mcp

A stateless MCP server that wraps the headless Gemini CLI, providing tools to send prompts to Google's Gemini models and receive text responses. It supports both simple prompts and prompts with contextual information.

Vapi MCP Server

Enables integration with Vapi's voice AI platform to manage assistants, create and schedule phone calls with dynamic variables, and manage phone numbers through function calling.

project-mcp

MCP server that enables LLMs to read and analyze Microsoft Project schedules, including critical path, resources, and advanced construction planning layers (AWP and LPS) for work packages and Lean planning.

SafeNode MCP Gateway

An MCP proxy that enforces policy on every tool call, blocking or flagging actions before they reach downstream MCP servers.

System Explorer MCP

Read-only MCP server for observing Linux hosts (systemd, ZFS, Docker, VMs, network, hardware, NixOS) as a graph of objects with provenance. Provides seven tools to list hosts, get status, collections, objects, evidence, lookup, and changes.

Cheesecube MCP Server

Exposes the Cheesecube Agent API as MCP tools, enabling listing engines and templates, searching assets, and creating, previewing, and publishing cheese and templates. Designed for use with MCP clients like Claude Desktop and Cursor.

NEL VEIL MCP

Enables AI agents to perform passive security scans on domains, checking email spoofing (DMARC/SPF/DKIM), TLS weaknesses, security headers, exposed files, and subdomain-takeover risk without needing an API key.

MCP Server Trello

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Tusk Drift MCP

Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.

hooklayer

Viral-content intelligence for AI agents — 7 read-only MCP tools for TikTok/YouTube hook scoring, virality prediction, trend analysis, and viral template search, with evidence-layer scoring.

OneNote MCP Server

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AREL

A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection pooling, and resilience onto an MCP agent runtime.

Databricks MCP Server

Enables AI assistants to interact with Databricks workspaces by hosting secure MCP prompts and tools on Databricks Apps. It allows users to execute Python-based tools using the Databricks SDK and manage prompts through simple markdown files.

B&R Automation Studio MCP Server

Enables AI assistants to interact with B\&R Automation Studio projects by building code, running ARsim simulators, and reading or writing OPC UA variables. It facilitates industrial automation development and real-time variable integration through natural language commands.

deep-think-mcp

An MCP server that provides a structured, persistent scratchpad for hard reasoning, with staged reasoning and self-critique, built for local models.

browser-devtools-mcp

An MCP server that provides AI coding assistants with comprehensive browser automation and debugging capabilities using Playwright, including visual inspection, DOM debugging, and execution monitoring.

Gen AI Lyrics Search Agent

A generative AI agent that searches song lyrics across the web and returns results formatted for mobile apps, built with MCP.

dataHill

Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable monitoring.

seosiri-aeo-geo-mcp

Enables AI Engine Optimization (AEO) and Generative Engine Optimization (GEO) audits, including llm.txt compliance, content stickiness analysis, and schema validation through natural language.

UE5-MCP (Model Control Protocol)

虚幻引擎 5 的 MCP

yagames-mcp

MCP server for Yandex Games that enables searching the catalog, managing game drafts, uploading builds, and publishing games.

小红书MCP服务

一个用于小红书API的MCP服务器，支持搜索笔记、获取内容、查看评论和发表评论等功能。

mcp-samsara

Fleet management in your assistant — vehicles, routes, drivers and HOS compliance over Samsara's public API.

BluestoneApps MCP Remote Server

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Image-Edit-RMCP

Image Edit RMCP is a powerful Model Context Protocol service that provides OpenAI-like image editing capabilities for text-based models. This Rust-based service enables traditional language models to "see" and process images through comprehensive visual understanding tools. The service offers multi

fridge-mcp

Enables users to manage their fridge inventory by listing, adding, removing, checking items, and identifying expiring items, as well as getting dinner ideas from available ingredients.

deadends.dev

Helps AI agents avoid repeating known failures by providing deterministic lookup of dead ends for coding errors and country-specific real-world rules.

Google News MCP Server

这个服务器使用 SerpAPI 集成，使用户能够执行 Google 新闻搜索，并提供自动分类和多语言支持。