# The Tavily MCP server provides: - search, extract, map, crawl tools - Real-time web search capabilities through the tavily-search tool - Intelligent data extraction from web pages via the tavily-extract tool - Powerful web mapping tool that creates a structured map of website - Web crawler that systematically explores websites ### Helpful Resources - on combining Tavily MCP with N

高德地图为实现 LBS 服务与 LLM 更好的交互，高德地图 MCP Server 现已覆盖12大核心服务接口，提供全场景覆盖的地图服务，包括地理编码、逆地理编码、IP 定位、天气查询、骑行路径规划、步行路径规划、驾车路径规划、公交路径规划、距离测量、关键词搜索、周边搜索、详情搜索等。为进一步提高开发者接入效率与体验，高德地图开放平台为开发者提供了通用级 SSE 协议 MCP 服务解决方案。 ### AMAP 高德地图 MCP SERVER CONFIG \`\`\` \{ "mcpServers": \{ "amap-amap-sse": \{ "url": "https://mcp.amap.com/sse?key=$\{your API KEY\}" \} \} \} \`\`\` ## 产品介

Google Maps Location services, directions, and place details # Google Maps MCP Server MCP Server for the Google Maps API. ## Tools 1. \`maps_geocode\` - Convert address to coordinates - Input: \`address\` (string) - Returns: location, formatted_address, place_id 2. \`maps_reverse_geocode\` - Convert coordinates to address - Inputs: - \`latitude\` (numb

@alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server，让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中，并进一步创建具备支付能力的智能工具。 # 简介 @alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server，让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中，并进一步创建具备支付能力的智能工具。 以下是一个虚构的简化使用场景，用于方便理解工具能力： 一位插画师希望通过提供定制的原创插画服务谋取收入。传统方式下，他/她需要和每位客户反复沟通需求、确定价格，并发送支付链接，然后再人工确认支付情况，这个过程繁琐且费时。 现在，插画师利用支付宝 MCP Server 与智能 Agent 工具，通过 Agent 搭建

Prisma Quickstart   •   Website   •   Docs   •   Examples   •   Blog   •   Discord   •   Twitter   •   Youtube ## What is Prisma? Prisma ORM is a **next-generation ORM** that consists of these tools

# xiaohongshu-mcp ](#contributors-) MCP for 小红书/xiaohongshu.com。 - 我的博客文章： **遇到任何问题，务必要先看 **。 上面的 **疑难杂症** 列表后，还是解决不了你的部署问题，那么强烈推荐使用我写的另外一个工具：，这个工具不需要你进行部署，只需要通过浏览器插件就能驱动你的 MCP，对于非技术同学来说更加友好。 ## Star History ](https://www.star-history.com/#xpzouying/xiaohongshu-mcp&Timeline) **主要功能** > **提示：** 点击下方功能标题可展开查看视频演示 1. 登录和检查登录状态 第一步必须，小红书需要进行登录。可以检查当前登录状态。 **登录演示：** https://github.com/

# Desktop Commander MCP ### Search, update, manage files and run terminal commands with AI ](https://www.npmjs.com/package/@wonderwhy-er/desktop-commander) ](https://archestra.ai/mcp-catalog/wonderwhy-er__desktopcommandermcp) ](https://smithery.ai/server/@wonderwhy-er/desktop-commander) ](https://www.buymeacoffee.com/wonderwhyer) ](https://discord.gg/kQ27sNnZr7) Work with code and text, run p

# ClickHouse MCP Server ](https://pypi.org/project/mcp-clickhouse) An MCP server for ClickHouse. ## Features ### ClickHouse Tools * \`run_select_query\` * Execute SQL queries on your ClickHouse cluster. * Input: \`sql\` (string): The SQL query to execute. * All ClickHouse queries are run with \`readonly = 1\` to ensure they are safe. * \`list_databases\` * List all databases on you

PayPal PayPal's official MCP server. Model Context Protocol (MCP) facilitates the management and transmission of relevant information to models, ensuring their effective operation within specified contexts. Leveraging this technology, PayPal developed an MCP server that enables merchants to interact with their preferred MCP clients using natural language. This functionality allows users to ef

Puppeteer Browser automation and web scraping # Puppeteer A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment. ## Components ### Tools - **puppeteer_navigate** - Navigate to any URL in the browser - Inputs:

# Firecrawl MCP Server A Model Context Protocol (MCP) server implementation that integrates with for web scraping capabilities. > Big thanks to , for the initial implementation! ## Features - Web scraping, crawling, and discovery - Search and content extraction - Deep research and batch scraping - Automatic retries and rate limiting - Cloud and self-hosted support - SSE suppor

# Model Context Protocol servers This repository is a collection of *reference implementations* for the (MCP), as well as references to community built servers and additional resources. The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

# AI Agent Marketplace Index Search MCP Server MCP Server for AI Agent Marketplace Index from DeepNLP, , allowing AI assistants to searches available AI agents Navigation Page function, tools or use cases by "keywords" or "category". such as find all the "AI coding agents", "GUI AI Agents", "Mobile Use Agent", "Desktop Use Agent", etc. ## Features - Search AI Agents by query or category, find a

Filesystem Secure file operations with configurable access controls # Filesystem MCP Server Node.js server implementing Model Context Protocol (MCP) for filesystem operations. ## Features - Read/write files - Create/list/delete directories - Move files/directories - Search files - Get file metadata **Note**: The server will only allow operations within directories specified via

Sequential Thinking Dynamic and reflective problem solving through thought sequences # Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. ## Features - Break down complex problems into manageable steps - Revise and refine thoughts as understanding deepens - Branch into alt

Brave Search Web and local search using Brave's Search API # Brave Search MCP Server An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilities. ## Features - **Web Search**: General queries, news, articles, with pagination and freshness controls - **Local Search**: Find businesses, restaurants, and services with detailed infor

# 百度地图 MCP Server ## 概述 百度地图API现已全面兼容，是国内首家兼容MCP协议的地图服务商。 百度地图提供的MCP Server，包含10个符合MCP协议标准的API接口，涵盖逆地理编码、地点检索、路线规划等。 依赖\`MCP Python SDK\`和\`MCP Typescript SDK\`开发，任意支持MCP协议的智能体助手（如\`Claude\`、\`Cursor\`以及\`千帆AppBuilder\`等）都可以快速接入。 ## 工具 1. 地理编码 \`map_geocode\` - 描述: 将地址解析为对应的位置坐标, 地址结构越完整, 地址内容越准确, 解析的坐标精度越高 - 参数: \`address\` 地址信息 - 输出: \`location\` 纬经度坐标 2. 逆地

ActionKit by Paragon Connect to 130+ SaaS integrations with Paragon’s ActionKit API. The embedded integration platform for developers. --- # Paragon MCP Server A server implementation for Model Context Protocol (MCP) that integrates with , an API by Paragon that provides access to prebuilt actions for 130+ integrations to your users' SaaS applications. ##

# Elasticsearch/OpenSearch MCP Server ](https://mseep.ai/app/cr7258-elasticsearch-mcp-server) ## Overview A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction. This server enables searching documents, analyzing indices, and managing cluster through a set of tools. ## Demo https://github.com/user-attachments/assets/f7409e31-fac4-4321-9c

Fetch Web content fetching and conversion for efficient LLM usage # Fetch MCP Server A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption. The fetch tool will truncate the response, but by using the \`start_index\` argument, you can speci

Google Maps Location services, directions, and place details # Google Maps MCP Server MCP Server for the Google Maps API. ## Tools 1. \`maps_geocode\` - Convert address to coordinates - Input: \`address\` (string) - Returns: location, formatted_address, place_id 2. \`maps_reverse_geocode\` - Convert coordinates to address - Inputs: - \`latitude\` (numb

# Desktop Commander MCP ### Search, update, manage files and run terminal commands with AI ](https://www.npmjs.com/package/@wonderwhy-er/desktop-commander) ](https://archestra.ai/mcp-catalog/wonderwhy-er__desktopcommandermcp) ](https://smithery.ai/server/@wonderwhy-er/desktop-commander) ](https://www.buymeacoffee.com/wonderwhyer) ](https://discord.gg/kQ27sNnZr7) Work with code and text, run p

Sequential Thinking Dynamic and reflective problem solving through thought sequences # Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. ## Features - Break down complex problems into manageable steps - Revise and refine thoughts as understanding deepens - Branch into alt

PayPal PayPal's official MCP server. Model Context Protocol (MCP) facilitates the management and transmission of relevant information to models, ensuring their effective operation within specified contexts. Leveraging this technology, PayPal developed an MCP server that enables merchants to interact with their preferred MCP clients using natural language. This functionality allows users to ef

Recraft MCP Server This is an MCP () server integrating MCP clients with 's raster- and vector-image operations: - raster and vector image generation - raster and vector image editing - creating custom styles and generating images in them - vectorization of raster images - background removal and replacement - upscaling of raster images

# Firecrawl MCP Server A Model Context Protocol (MCP) server implementation that integrates with for web scraping capabilities. > Big thanks to , for the initial implementation! ## Features - Web scraping, crawling, and discovery - Search and content extraction - Deep research and batch scraping - Automatic retries and rate limiting - Cloud and self-hosted support - SSE suppor

Brave Search Web and local search using Brave's Search API # Brave Search MCP Server An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilities. ## Features - **Web Search**: General queries, news, articles, with pagination and freshness controls - **Local Search**: Find businesses, restaurants, and services with detailed infor

Puppeteer Browser automation and web scraping # Puppeteer A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment. ## Components ### Tools - **puppeteer_navigate** - Navigate to any URL in the browser - Inputs:

Filesystem Secure file operations with configurable access controls # Filesystem MCP Server Node.js server implementing Model Context Protocol (MCP) for filesystem operations. ## Features - Read/write files - Create/list/delete directories - Move files/directories - Search files - Get file metadata **Note**: The server will only allow operations within directories specified via

# AWS MCP Servers A suite of specialized MCP servers that help you get the most out of AWS, wherever you use MCP. ](https://github.com/awslabs/mcp) ](LICENSE) ](https://app.codecov.io/gh/awslabs/mcp) ](https://scorecard.dev/viewer/?uri=github.com/awslabs/mcp) ## Table of Contents - - - - - - - - - - - -

# Model Context Protocol servers This repository is a collection of *reference implementations* for the (MCP), as well as references to community built servers and additional resources. The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

Fetch Web content fetching and conversion for efficient LLM usage # Fetch MCP Server A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption. The fetch tool will truncate the response, but by using the \`start_index\` argument, you can speci

ActionKit by Paragon Connect to 130+ SaaS integrations with Paragon’s ActionKit API. The embedded integration platform for developers. --- # Paragon MCP Server A server implementation for Model Context Protocol (MCP) that integrates with , an API by Paragon that provides access to prebuilt actions for 130+ integrations to your users' SaaS applications. ##

](https://mseep.ai/app/starrocks-mcp-server-starrocks) # StarRocks Official MCP Server The StarRocks MCP Server acts as a bridge between AI assistants and StarRocks databases. It allows for direct SQL execution, database exploration, data visualization via charts, and retrieving detailed schema/data overviews without requiring complex client-side setup. ## Features - **Direct SQL Executi

# ops-mcp mcp server for ops Build like normally. Put this in your Claud config: \`\`\` ~/Library/Application Support/Claude/claude_desktop_config.json \`\`\` Ensure your command is in the right path and more importantly the PATH env is set to run. \`\`\` \{ "mcpServers": \{ "ops-mcp": \{ "command": "/Users/eyberg/go/src/github.com/nanovms/ops-mcp/ops-mcp", "args": [], "en

# mcp-server-apache-airflow ](https://smithery.ai/server/@yangkyeongmo/mcp-server-apache-airflow) A Model Context Protocol (MCP) server implementation for Apache Airflow, enabling seamless integration with MCP clients. This project provides a standardized way to interact with Apache Airflow through the Model Context Protocol. ## About This project implements a server that wraps Apache Ai

## Kakao Bot MCP Server - - - - - - server implementation that integrates the Kakao Developers API to connect an AI Agent to the Kakao Official Account. MCP Server 구현체로, 카카오 Developers API를 AI Agent에 통합하는 예시입니다. > [!NOTE] > This repository is NOT officially provided or maintained by Kakao. > It may not include complete functionality or comprehensive support. > 카카오의 경우

# pure.md MCP server ](https://smithery.ai/server/@puremd/puremd-mcp) Welcome to the Model Context Protocol (MCP) server for . lets your scripts, APIs, apps, agents, etc reliably access web content in markdown format -- simply prefix any URL with \`pure.md/\`. It avoids bot detection and renders JavaScript for SPAs, and can convert HTML, PDFs, images, and more into pure markdown. Like a CDN

# DEPRECATION NOTICE ** This MCP Server is no longer maintained. ** We’ve moved to a new and improved MCP Server implementation. All future updates, features, and support will be provided there. Please migrate to the new MCP Server here: https://github.com/zebedeeio/zbd-payments-typescript-sdk/tree/main/packages/mcp-server This repo will remain available for reference, but is not recommended

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