发现优秀的 MCP 服务器

arXiv Research Assistant MCP Server

An MCP server that allows Claude AI to search, explore, and compare arXiv papers efficiently through a custom-built local server.

playwright-browser

Enables AI agents to control a web browser using Playwright, supporting navigation, interaction, and data extraction through natural language.

Law Scrapper MCP

Enables AI-powered legal research and analysis of Polish legal acts from the Sejm API. Provides comprehensive search, document retrieval, metadata analysis, and content access for legal documents from Dziennik Ustaw and Monitor Polski.

MCP Universal Test Suite Generator

Enables AI assistants to analyze Java and Web projects, automatically generate unit tests (JUnit) and end-to-end tests (Selenium), and execute them directly through Maven or NPM commands.

mcp-freeipa

MCP server for FreeIPA / Red Hat IdM — user, group, host, DNS, HBAC, and sudo management via the Model Context Protocol.

mcp-pyodide

一个 Pyodide 服务器，用于通过模型上下文协议 (MCP) 执行大型语言模型 (LLM) 的 Python 代码。

GDS MCP

Exposes Levit design system (GDS) metadata to AI coding tools, enabling queries about color tokens and component usage via natural language.

QML-MCP

Enables quantum machine learning operations using Qiskit, including executing quantum circuits, computing quantum kernels, training variational quantum classifiers, and evaluating quantum ML models.

MCP FFmpeg Video Processor

一个 Node.js 服务器，可以通过自然语言请求实现视频处理，包括将视频调整为不同的分辨率（从 360p 到 1080p）以及提取各种格式的音频（MP3、AAC、WAV、OGG）。

biomarker-mcp

Enables querying celltype markers from CellMarker database using natural language.

mcp-airlock

A zero-infrastructure, local proxy that wraps any stdio MCP server to add audit logging, policy enforcement with regex guards, and per-session/per-day budgets.

Figma Context MCP AIR

An MCP server that gives AI coding agents access to Figma design data, enabling pixel-perfect implementation of designs through structured data extraction, image downloads, and design token retrieval.

Personal MCP Server

Private MCP server for managing Gmail, custom IMAP/SMTP email, Slack notifications, and personal notes stored in SQLite.

minimal-mcp-server

A minimal MCP server that demonstrates tool usage with rectangle area calculation and history retrieval.

Explainability Report MCP

Explainability Report - MCP server providing AI-powered tools and automation by MEOK AI Labs

llm-routing

Enables cost-aware LLM routing over MCP with verification-based cascading, offering tools for routing queries, resuming escalated approvals, estimating costs, comparing policies, and explaining routing decisions, plus read-only resources and a policy-selection prompt.

maib-mcp

MCP server for MAIB e-commerce payments (Moldova). Supports payments, refunds, recurring billing, one-click payments, and transaction status via OAuth 2.0.

mcp-stock-notion-ai

MCP server that fetches stock market data, stores it in PostgreSQL, and pushes selected results to Notion.

MCP Memory

Enables MCP clients to remember user information, preferences, and behaviors across conversations using vector search technology. Built on Cloudflare infrastructure with AI-powered semantic search to find relevant memories based on meaning rather than keywords.

iroha for Notion

Persists Claude Code sessions to Notion as team memory, enabling queryable recall of decisions, work state, and project architecture.

virtuous-mcp

An MCP server that enables AI assistants to interact with Virtuous CRM+ through the entire API, with reads allowed freely and mutating operations requiring explicit user confirmation.

DCL Trust Oracle

DCL Trust Oracle is a deterministic AI audit layer, natively integrated with MCP, that evaluates LLM and agent outputs against configurable policies before and after action. Every verdict is written to a tamper-evident, hash-chained audit log storing only cryptographic metadata — never raw content — enabling privacy-first forensic review.

yandex-eats-mcp

MCP server for Yandex Eats Vendor Management API, enabling AI agents to manage partner operations like orders, busy mode, menu import, and feedback.

🌈 Iris MCP Server

镜子 (jìng zi)

Microsoft Fabric MCP

A read-only Model Context Protocol server for Microsoft Fabric, enabling natural language queries to workspaces, lakehouses, tables, jobs, and dependencies.

Notebook Library MCP Server

Provides token-efficient semantic search and document retrieval by indexing PDFs, text, and markdown files into local notebooks using ChromaDB. It enables AI agents to query relevant passages from large documents through local embedding models like Hugging Face or Ollama.

runalyze-mcp-server

Enables AI assistants to access and analyze health metrics from Runalyze, including HRV, sleep, resting heart rate, and activities, through the Model Context Protocol.

@godrix/argocd-mcp

MCP server for Argo CD that provides multi-environment profiles, SSO or API key authentication, application search with cache, and REST API tools from the bundled OpenAPI catalog.

RAG-Anything MCP Server

A Model Context Protocol server that enables any MCP-compatible application to perform advanced multi-modal document processing and retrieval using RAG-Anything.