发现优秀的 MCP 服务器

Nina Advanced API MCP

A protocol server enabling AI agents to control astrophotography equipment through the N.I.N.A. (Nighttime Imaging 'N' Astronomy) software, allowing for natural language command processing of cameras, mounts, focusers, and other astronomy equipment.

io.github.tarazou9/garnet-mcp

An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context across sessions. It exposes tools for storing, recalling, and managing memories using pluggable embedding providers.

LeadBrew MCP Server

Enables AI assistants to search and retrieve B2B leads and company data from the LeadBrew database, including contact details and company information.

MoneyWiz MCP Server

A Model Context Protocol server that provides AI assistants like Claude with secure, read-only access to MoneyWiz financial data for natural language queries and financial analytics.

mcp-spotify

Enables AI agents to create, manage, and populate Spotify playlists using the Spotify Web API.

MCP Manual Generator

Automates the creation of application user manuals by capturing screenshots and generating documentation, supporting any web application through configurable workflows and MCP integration with AI assistants.

flighttrack

MCP server for monitoring flight prices: users can track flights, set price thresholds, receive Telegram alerts on drops, and query current tracked flights and historical price trends via natural language.

dooray-mcp-js

Dooray MCP server for interacting with Dooray services such as messenger, calendar, project, and posts. Supports operations like reading, creating, and updating posts, comments, and files.

founder-decision-agent-mcp

Enables founders to evaluate startup ideas with evidence-calibrated reports, manage portfolios, and access evaluation history through natural language.

tldraw-mcp-app

Provides a standalone MCP server for tldraw diagrams, enabling clients to create, edit, and persist multiple canvases over Streamable HTTP with semantic protocol v2.

confluence-mcp-server

Integrates Confluence with Claude Desktop, enabling natural language search, content retrieval, and space navigation for Confluence documentation.

Unstop MCP Server

Enables users to discover and search for Unstop hackathons through features like filtering, location-based discovery, and detailed event enrichment. It provides MCP tools and prompts that allow LLMs to compare events, plan searches, and access cached data for fast lookups.

XRP Ledger Testnet MCP Server

Enables AI systems to interact with the XRP Ledger Testnet, supporting XRP payments, token operations, NFTs, escrow, DEX trading, and more.

MyCareersFuture MCP Server

Enables users to search for job opportunities in Singapore through the MyCareersFuture public API. Provides live job search dashboards with rich UI components for exploring software engineering and other job openings.

mcp-eur-lex

Enables searching and quoting EU legislation with verifiable EUR-Lex citations, including GDPR, NIS2, DORA, and the EU AI Act.

sbwsz

A server based on Model Context Protocol (MCP) that provides query and search functions for Chinese card information of Wanzhi brand.

weather-mcp

Enables users to get real-time weather data and contextual natural-language insights for any city by combining OpenWeather API with a RAG pipeline and Groq LLM, and can be used via MCP clients like GitHub Copilot.

Deep-Co

一个用 Compose Multiplatform 编写的 LLM 聊天客户端。

polymarket-mcp-server

Provides read-only access to Polymarket prediction markets, enabling searches, order book inspection, price history, reward market rankings, and trader activity via natural language.

Astral MCP

Precision-audited astrology MCP for natal charts, transits, synastry and moon phases. No API key.

MCP server for io.livecode.ch

将 io.livecode.ch 作为 MCP 服务器运行。

MapNetwork MCP Server

Generate styled map images (PNG/SVG) for any location, with customizable color themes and walking/driving routes, directly from Claude or any MCP-compatible AI assistant.

mcp-flickr-public

Keyless access to Flickr public feeds, enabling retrieval of recent public uploads, user photos, and group photos via MCP tools.

engramia

The memory operations platform for production AI agents — eval-weighted recall, multi-evaluator consensus, GDPR Art. 17/20 governance, multi-tenant RBAC, and audit logging built in.

Local MCP CRM

A local-first CRM that exposes customer and project management tools via the Model Context Protocol (MCP), including an analytics server. It integrates seamlessly with Claude Code or a custom LlamaIndex ReAct agent.

Terminal MCP Server

Enables executing shell commands on the host system via an MCP tool, with JWT/OAuth authentication and audit logging for secure remote access.

unofficialMCP4Vaillant

An unofficial MCP (Model Context Protocol) server that exposes a Vaillant heat pump's data to AI assistants like Claude. Query outdoor and room temperatures, hot water status, energy consumption, COP estimates, schedules, and diagnostics through natural conversation.

claude-iac-mcp-server

Enables AI agents to query an approved Terraform module registry and generate compliant Azure infrastructure code. It provides tools for module discovery, scaffolding, and validation against organizational standards.

Slidev MCP Server

Enables AI agents to create professional Slidev presentations and export them to PDF directly through natural language commands. Supports multiple themes, code syntax highlighting, and various slide layouts for business, technical, and educational content.

astrotation

Visual feedback for AI coding agents on Astro sites, providing live annotations with source file:line, CSS selector, Tailwind classes, and computed styles.