发现优秀的 MCP 服务器

ThingsBoard Lighting MCP Server

An MCP server that lets Claude read and switch the 3 lights in the innovation room through ThingsBoard, using natural language.

mcp-for-spotlight

An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.

agent-cost-lens-mcp

Provides cost analysis of AI agent usage by previewing scrubbed metadata before upload and analyzing spend, cache-hit rates, and waste recovery through a local or remote server.

MCP Work History Server

A Model Context Protocol server that enables AI tools to automatically log their activities with detailed metrics like timestamps, token usage, and costs into daily markdown worklog files.

perfex-crm-mcp

MCP server that connects AI assistants to Perfex CRM via public web forms, enabling lead creation, ticket creation, quote requests, and health checks without API keys.

spectra-mcp

An MCP server that provides LLMs with a fingerprint-randomized Firefox browser for web browsing, clicking, typing, and taking screenshots, using invisible_playwright.

🚀 Model Context Protocol (MCP) Server Python Template 🐍

镜子 (jìng zi)

GhidraMCP

基于套接字的 Ghidra MCP 服务器

MCP Translation Text

Provides text translation capabilities powered by NiuTrans API with support for 455+ languages. Includes translation tools and language catalog resources for seamless integration with MCP clients.

tickiti-mcp

An MCP server that exposes the Tickiti helpdesk API to AI assistants, enabling ticket management and helpdesk operations via natural language.

Severalnines CCX MCP Server

Enables management of CCX database clusters through AI assistants, supporting operations such as datastore creation, scaling, and performance monitoring. It provides a comprehensive toolset for handling backups, database users, and firewall rules across various database engines including PostgreSQL, MySQL, and Redis.

Google Sheets MCP Server

Enables AI assistants to interact with Google Sheets, performing operations like creating, reading, updating, and clearing spreadsheet data.

Google Ads MCP Server

This MCP server searches Google's public ads database and uses AI to analyze ad images/videos, with intelligent caching for performance.

aqc-mcp

MCP server that provides tools to query 17+ astronomical databases (e.g., SIMBAD, VizieR, Gaia) via HTTP/TAP APIs, enabling AI applications to access astronomical data through natural language.

TypeScript Extractor MCP Server

Enables to extract TypeScript methods, functions, and their relevant imports and class properties for code analysis, refactoring, and documentation.

mcp-icon

A Model Context Protocol (MCP) server for semantic SVG icon search. Generate infographic SVG icons by keyword — over 100,000 icons with semantic search support.

Fetch MCP Server

Enables LLMs to retrieve and process web content by fetching URLs and converting HTML to markdown, with support for chunked reading and customizable user-agents.

Clypt MCP Server

Connects AI assistants to the Clypt Link Intelligence platform to shorten URLs, manage tags, and generate QR codes. It enables users to view link analytics and perform bulk link operations through natural language commands.

Tesouro Nacional: Capacidade de Pagamento (CAPAG)

Enables consulting the Brazilian Treasury's Payment Capacity (CAPAG) data through an MCP server, providing official information via natural language.

Notion MCP Server

一个模型上下文协议服务器，可以将像 Claude 这样的人工智能助手连接到 Notion 工作区，使它们能够查看、搜索、创建和更新 Notion 数据库、页面和内容块。

Zoho Inventory MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Zoho Inventory (beta): https://www.cdata.com/download/download.aspx?sku=KZZK-V&type=beta

CENDOJ Sentencias MCP Server

Enables searching and downloading Spanish court rulings from the CENDOJ database, with automatic captcha resolution via Claude's vision, returning PDFs, full text, ECLI, and metadata.

Commit Conventional Message Court (CCMCP)

An MCP server that uses AI to analyze code diffs and transform vague commit messages into readable, conventional commit history. It helps maintain project documentation quality by challenging unclear messages and suggesting improvements based on actual code changes.

kb-graph

Provides a self-tending knowledge base for AI agents, automatically harvesting session transcripts into facts and state notes, and injecting relevant context into new sessions via MCP hooks.

Mnemosyne

Provides persistent memory for LLM applications, enabling AI assistants to remember user preferences, facts, and conversation history across sessions.

Polymarket MCP Server

Enables access to Polymarket's prediction markets for analyzing market probabilities, trading activity, and event outcomes across politics, sports, crypto, and other categories through natural language queries.

RAGFlow MCP Server

Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.

semfora-error-reporter

Provides tools for logging, confirming, and triaging issues with the semfora-engine, enabling AI agents to report bugs discovered during workflows.

DuckDuckGo MCP Agent

A minimal, production-ready MCP server enabling LLMs to perform web searches via DuckDuckGo without API keys, supporting SSE streaming and LM Studio compatibility.