发现优秀的 MCP 服务器

DBMCP

MCP server providing read-only access to SQL Server databases for AI assistants, enabling schema exploration, query execution, and foreign key inference with token-efficient TOON responses.

AirTrail MCP Server

Enables AI assistants to manage a self-hosted AirTrail flight tracking instance, providing natural language access to flight data, travel history, and statistics.

Shopify MCP

Read-only Shopify Admin API MCP server for business reporting, exposing tools like get_shop_summary, list_recent_orders, and search_products.

jyotish_mcp

Vedic astrology MCP server that computes birth charts, dashas, transits, and ashtakavarga using Swiss ephemerides, enabling Claude to provide astrological interpretations.

Django DRF MCP Server

Enables natural language interaction with Django REST Framework APIs by auto-discovering ViewSets and providing CRUD tools, requiring minimal setup.

Calculadora MCP

Provides a basic calculator tool for arithmetic operations (addition, subtraction, multiplication, division) with division-by-zero handling, and a temperature conversion tool between Celsius and Fahrenheit.

google-workspace

Enables interaction with Google Workspace (Drive, Docs, Sheets, Gmail) via MCP tools, using OAuth credentials stored locally or inline.

Walrus MCP Server

Enables AI assistants to store and retrieve data using the Walrus decentralized storage network. Supports blob storage operations, retrieval by ID, and blockchain-verified availability through the Sui network.

shutil-mcp

Provides asynchronous file system operations (ls, cp, mv, etc.) with structured JSON output and optional jail restriction for AI agents.

excalidraw-ai

Enables AI agents to read, watch, and edit live Excalidraw rooms by joining as a socket bot over a self-hosted relay, bypassing browser automation.

amazon-fresh-server MCP Server

亚马逊生鲜 MCP 服务器 (Yàmǎxùn shēngxiān MCP fúwùqì)

ECZ-ID MCP Verifier

A local-first tool to check public ECZ-ID Resolver posture, classify targets, and report deterministic results with routing.

specgate

specgate is an MCP server that verifies UI design fidelity by comparing a live DOM against Figma specs, reporting specific CSS property deltas so agents know exactly what to fix. It also freezes measurement results into lock files for fast offline regression detection.

GitHub PR Issue Analyser

A MCP server that bridges LLMs with GitHub repository management, enabling automated analysis of pull requests, issue management, tag creation, and release management through natural language.

vHal MCP Server

Enables Android Automotive developers to explore and implement Vehicle Hardware Abstraction Layer (vHAL) properties with intelligent tools for property analysis, source code lookup, implementation guidance, and automated code generation for automotive systems like climate control and seat management.

DevNarrate

MCP server for developer workflow automation — smart commits, secret scanning, PR descriptions, and more.

Cartena MCP Server

Enables AI clients like Claude to interact with Cartena tools via MCP, supporting remote OAuth or local stdio authentication.

Ops MCP Server

Enables management of operations tasks through Gmail integration. Provides tools to fetch ops reports including HotSchedules 911 items and Brinker deadlines, and mark tasks as complete.

fabler-x402-tools

Enables MCP clients to use paid tools for secret scanning, agent-config auditing, and OG image rendering, with payments handled over the x402 protocol on Base.

MySQL MCP Server

镜子 (jìng zi)

NewsOracle

News & Trends Intelligence MCP — 9 tools for headlines, trending topics, source comparison, Google Trends data. Part of ToolOracle.

MCP Yahoo Finance

A Model Context Protocol server that provides tools for interacting with Yahoo Finance, allowing users to retrieve stock prices, company information, and perform financial data comparisons.

ai-economics-mcp

MCP server for AI economics, providing 12 calculators for AI budgets, token costs, query burn, and proving agent work.

BountyProof MCP

An MCP server for authorized bug bounty work that enforces an evidence-driven workflow with session management, preflight checks, surface discovery, and verified scanning.

TelegramMCP

MCP server that sends Telegram notifications with project name and completion status via a single tool notify_task_done, supporting StreamableHTTP and stdio transports.

Substrate MCP Server

Substrate MCP Server

mcp-dropbox

MCP server that enables agents to save documents to Dropbox, offering tools for folder management, file upload, and link sharing.

Drata MCP Server

Connects Claude to Drata compliance platform for SOC2 audit preparation and ongoing monitoring, enabling queries on controls, tests, personnel, and policies.

Telegram MCP Agent

Enables AI assistants to operate as remote workers through Telegram, creating an interactive loop where the AI can receive commands, execute tasks, and report back continuously via a Telegram bot and group chat.

mcp-vegalite-server

一个模型上下文协议 (MCP) 服务器实现，它为 LLM 提供了一个使用 Vega-Lite 语法可视化数据的接口。