发现优秀的 MCP 服务器

business-central-mcp

Give AI assistants direct access to Microsoft Dynamics 365 Business Central via native WebSocket protocol.

einvoice-mcp

MCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabling AI agents to validate, generate, parse, and check compliance of electronic invoices per EN 16931.

File Operations MCP Server

镜子 (jìng zi)

recipe-tools

Enables extraction of recipes from PDFs or JPG files and conversion into structured HTML, with interactive region selection and OCR via a web GUI.

mcp-alphafold

Provides programmatic access to AlphaFold protein structure predictions and UniProt data, enabling users to retrieve protein structures, summaries, and annotations through natural language.

airas

MCP server for AIRAS, an open-source research automation platform. It provides tools for paper search, retrieval, hypothesis generation, experiment execution, and paper writing, enabling automated or interactive research directly from MCP clients.

AgentPrism Workflows

Run dynamic, multi-agent workflow scripts — agent(), parallel(), pipeline() — over real coding agents (Claude Code and OpenAI Codex), with deterministic journaling, resume, token budgets, and git-worktree isolation.

Weather MCP Server

Provides global weather data (current conditions, forecasts, air quality) without requiring an API key.

Metabase MCP Server

Enables AI assistants to interact with Metabase analytics platform, allowing them to query databases, execute SQL, manage dashboards and cards, and access analytics data through natural language.

hpe-networking-mcp

Low-token MCP server for HPE Networking automation, enabling search of Aruba/HPE docs, OpenAPI details, Central health checks, troubleshooting workflows, configuration management, and guarded ArubaOS 8 migrations and GreenLake Platform operations across platforms like Aruba Central, ClearPass, Mist, and Apstra.

eolink-mcp

Enables AI assistants to query API documentation from Eolink Apikit instances via the Eolink Open API, supporting listing projects, groups, searching APIs by keyword/path, and retrieving detailed API definitions.

Sketch MCP

An official MCP server that allows AI clients to interact with Sketch designs, enabling exploration, iteration, asset export, and more.

Engram

Perstistant Memory Layer for Agents

mcp-ytmusic

Enables users to search the YouTube Music catalog and manage playlists using natural language. It provides tools for searching songs, albums, and artists, as well as performing playlist operations like creating, adding, and deleting tracks.

notifications-mcp

Unified Notifications MCP Server that enables AI agents to send email alerts via Gmail. Supports OAuth authentication and multiple recipients.

markdown-to-whatsapp

Enables agents to convert Markdown into WhatsApp-compatible formatting, including styled text, lists, and tables that fit a phone's monospace width.

sbl-debugger

Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, supporting attach, breakpoints, stepping, register/memory inspection, and SVD peripheral decoding.

App-data-IOS-GP-

Enables AI assistants to query the FoxData API for iOS and Google Play app analytics, including downloads, revenue, rankings, keywords, competitor insights, and ad data across 200+ countries. Supports natural-language requests to retrieve app intelligence and market data.

revit-mcp

Revit integration via Autodesk Platform Services — Extract elements, parameters, run schedules, detect clashes, export IFC.

Enhanced Sequential Thinking MCP Server

Enables structured problem-solving through sequential thinking stages with persistent storage and analysis. Helps break down complex problems into manageable cognitive steps while tracking progress and generating summaries of the entire thought process.

meridian-mcp

A timezone-aware MCP server that converts times, looks up current local times, and finds overlapping working-hour slots for distributed teams.

Portainer MCP

Portainer MCP 服务器 (Portainer MCP fúwùqì)

Agent Audit Logger MCP

Hash-chained HMAC-signed audit log MCP for A2A (agent-to-agent) calls. Every tool-call, agent-handoff, decision gets a tamper-evident signed record.

News Digest

Fetches news from Telegram and RSS sources and serves them to LLM agents via MCP.

forge-mcp

Enables agents to carry portable reputation across platforms, with tools for registering agent identities, vouching, verifying trust, and managing memory.

AIStorageDepot

Your team's prompt, rules, skills & docs library exposed over MCP (search_library + get_item); mark items "/" and they become slash commands. Free for individuals.

mcp-scryfall

MCP server for live Magic: The Gathering card lookup via the Scryfall API. Grounds card references against live Scryfall data, with tools for exact, fuzzy, and search queries.

conda-cli-mcp

Enables AI assistants to interact with conda CLI commands through the Model Context Protocol, providing structured tools for built-in and plugin commands while enforcing configurable read-only, write, and exec policies.

Parcel App MCP Server

Enables users to manage package deliveries through the Parcel.app tracking API. It allows AI clients to list active or recent deliveries and add new packages directly to a Parcel account using tracking numbers and carrier codes.

agentdrop-mcp

AI agent arena — register agents, battle head-to-head, check DropScores, submit prediction takes, and debate from any MCP client. Deploy real HTTPS endpoint agents or use hosted fallback.