发现优秀的 MCP 服务器

ClariLayer

The individual-analyst context layer, delivered over MCP, that gives your AI coding agent durable, reconciled memory of your data context to stop re-explaining data every session.

diyan-research-mcp

Read-only MCP server that provides enterprise research frameworks, frozen snapshots, and historical factor summaries with sources and falsification conditions, without trading advice.

MCP Game Deck

A Unity Editor MCP server that gives Claude Code full control over Unity projects through 268 tools, 7 resources, and specialized AI agents. It enables AI-assisted game development by allowing Claude to see, create, modify, and inspect everything in Unity including scenes, GameObjects, scripts, and builds.

mcp-artic

Enables searching artworks, artists, and exhibitions from the Art Institute of Chicago collection via natural language, returning detailed artwork information, artist biographies, and exhibition status through the ARTIC public API.

Google Workspace MCP Connector

A ChatGPT custom connector that enables users to access, create, and manage Google Workspace files (Drive, Docs, Sheets, Slides) directly through ChatGPT using OAuth 2.0 authentication.

oncofiles

AI-powered medical document management for cancer patients and caregivers. Connects Google Drive, Gmail, and Calendar to Claude, ChatGPT, and any MCP client.

AEMET-MCP

An MCP server that allows retrieving meteorological and climate data from Spain's State Meteorological Agency (AEMET) API directly from Claude AI and other MCP-compatible clients.

DocPulse

DocPulse enables users to distill large documentation into compact, LLM-ready summaries by crawling web, PDF, and local sources, augmented with community insights from Reddit/StackOverflow, all running locally on Apple Silicon.

Test2w MCP Server

Enables AI assistants to interact with the Test2w REST API to explore endpoints, make test requests, and access documentation. It facilitates the integration of the Test2w SDK into applications through natural language interfaces in supported AI clients.

Azure Topology Graph MCP Server

Enables exploration and analysis of Azure infrastructure by querying Azure Resource Graph, ARM, and Network Watcher APIs to create interactive topology maps. Provides tools for searching resources, discovering relationships, finding connectivity paths, and visualizing complete Azure infrastructure topologies.

research-loop

Enables AI-moderated interviews that become cited, searchable transcripts, with a repository Q&A tool that returns exact transcript quotes.

OpenCode MCP Server

Refines development prompts and stores semantic memory to save tokens in complex Antigravity tasks, enabling token savings and enriched context.

agent-orchestrator

Enables multi-model leader-worker agent orchestration, workflow execution, and deterministic validation via structured MCP tools.

ai-translation-tool

MCP server for transcribing audio and generating structured customer requirement meeting minutes (including flowcharts) using Whisper and AI backends, with export to md/html/pdf/docx and model/settings management.

Trello MCP Server

Enables Claude to manage Trello boards, lists, cards, labels, and checklists via the Trello REST API, allowing natural language task management.

mpesa-mcp

MCP server for East African fintech APIs — trigger M-Pesa STK Push payments, check transaction status, send SMS to 20+ African networks, and top up airtime via Africa's Talking.

xhost

Enables deploying static sites and dynamic applications with HTTPS URLs, supporting Node.js, Python, and any language via custom install and launch scripts.

Multi Agent Orchestrator MCP

Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to autonomously plan, build, test, and deploy applications with self-healing capabilities, authentication via Descope, and analytics through Cequence.

Voicebox MCP Server

Enables integration with VOICEVOX text-to-speech services to convert text into audio using a variety of character voices. It provides tools for speech generation, listing available speakers, and monitoring system health.

Swiss Legal MCP Server

Enables legal research and procedural analysis from verified Swiss legal sources, with tools for case resolution, legal drafting, and multirole argument evaluation.

mcp-calculator

An MCP server that enables mathematical calculations and demonstrates extending AI capabilities through tool integration.

EMM

EMM is an MCP-native server that gives AI agents persistent, local, model-independent memory with context-efficient retrieval and project scoping.

aurais-mcp-bots

A monorepo of five signed MCP servers (journal-companion, market-scout, meeting-distiller, research-reader, writing-editor) with offline verifiable proof chains, shared core, and cross-bot provenance.

File Tools MCP Server

An MCP server that provides file and directory tools for LLMs, including project structure analysis, file reading, and project context resources, with support for .gitignore patterns.

Upbit MCP Server

Enables interaction with the Upbit cryptocurrency exchange through public market data tools and optional private trading tools. Supports getting ticker data, orderbooks, trades, account information, and executing trading operations through natural language.

mcp_sdk_petstore_api

A standalone MCP server that exposes Petstore API endpoints as tools for AI assistants like Claude and ChatGPT. It enables interaction with petstore management services through natural language by proxying API requests via SSE transport.

Nano Banana MCP Server

Enables generating, editing, and manipulating images using Google Gemini Flash 2.5 through natural language prompts. Supports text-to-image generation, image editing, multi-image composition, and batch processing with direct file management.

Fountain Pen Ink MCP Server

Provides LLMs with specialized knowledge about fountain pen inks, enabling intelligent ink search, color matching, and recommendations through various tools.

DefectDojo MCP Server

提供一个模型上下文协议（Model Context Protocol，MCP）服务器实现，允许人工智能代理和其他 MCP 客户端以编程方式与漏洞管理工具 DefectDojo 交互，以管理发现、产品和参与。

F1 MCP Server

Provides advanced Formula 1 analytics including real-time telemetry processing, tire degradation modeling, weather impact analysis, and Monte Carlo race strategy simulation for comprehensive F1 data analysis.