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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
# Tavily MCP Server > **Compatible with , , , , and any other MCP Clients!** > > Tavily MCP is also compatible with any MCP client > > on combining Tavily MCP with Neo4j MCP server! > > Integrating Tavily MCP with Cline in VS Code ( Demo + Example Use-Cases) > The Model Context Protocol (MCP) is an open standard that enables AI systems to interact seamlessly with
# 21st.dev Magic AI Agent Magic Component Platform (MCP) is a powerful AI-driven tool that helps developers create beautiful, modern UI components instantly through natural language descriptions. It integrates seamlessly with popular IDEs and provides a streamlined workflow for UI development. ## Features - **AI-Powered UI Generation**: Create UI components by describing them in natural lang
# BrowserTools MCP > Make your AI tools 10x more aware and capable of interacting with your browser This application is a powerful browser monitoring and interaction tool that enables AI-powered applications via Anthropic's Model Context Protocol (MCP) to capture and analyze browser data through a Chrome extension. Read our for the full installation, quickstart and contribution guides. ## Roa
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:
Prisma Quickstart • Website • Docs • Examples • Blog • Discord • Twitter • Youtube ## What is Prisma? Prisma ORM is a **next-generation ORM** that consists of these tools
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. ##
# Desktop Commander MCP ### Search, update, manage files and run terminal commands with AI ](https://www.npmjs.com/package/@wonderwhy-er/desktop-commander) ](https://smithery.ai/server/@wonderwhy-er/desktop-commander) ](https://www.buymeacoffee.com/wonderwhyer) ](https://discord.gg/kQ27sNnZr7) Work with code and text, run processes, and automate tasks, going far beyond other AI editors - with

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

# 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
# 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
# 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 - - - - - - - - - - - -
# 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
Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information.
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
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

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
Integrates with Google Calendar API to enable event management through specialized tools for listing, creating, and deleting calendar events with timezone-aware handling and robust error management.
Integrates with Strava's API to retrieve and analyze fitness data, enabling workout planning, progress tracking, and performance analysis for athletic applications.
# MCP Backup Server ](https://smithery.ai/server/@hexitex/MCP-Backup-Server) A specialized MCP server that provides backup and restoration capabilities for AI agents and code editing tools. Tested in both Cursor and Windsurf editors. Repository: ## Why Use This (Not Git) This system serves a different purpose than Git: **Pros:** - Creates instant, targeted backups with agent context - Simple
Official
# MotherDuck's DuckDB MCP Server An MCP server implementation that interacts with DuckDB and MotherDuck databases, providing SQL analytics capabilities to AI Assistants and IDEs. ](https://cursor.com/install-mcp?name=DuckDB&config=eyJjb21tYW5kIjoidXZ4IG1jcC1zZXJ2ZXItbW90aGVyZHVjayAtLWRiLXBhdGggbWQ6IiwiZW52Ijp7Im1vdGhlcmR1Y2tfdG9rZW4iOiIifX0%3D) ## Resources - - ## Features - **Hybrid execut
# Xero MCP Server This is a Model Context Protocol (MCP) server implementation for Xero. It provides a bridge between the MCP protocol and Xero's API, allowing for standardized access to Xero's accounting and business features. ## Features - Xero OAuth2 authentication with custom connections - Contact management - Chart of Accounts management - Invoice creation and management - MCP protocol com
# Video Still Capture MCP **A Model Context Protocol server for accessing and controlling webcams via OpenCV** ## Overview Video Still Capture MCP is a Python implementation of the Model Context Protocol (MCP) that provides AI assistants with the ability to access and control webcams and video sources through OpenCV. This server exposes a set of tools that allow language models to capture image
# WhatsApp Web MCP A powerful bridge between WhatsApp Web and AI models using the Model Context Protocol (MCP). This project enables AI models like Claude to interact with WhatsApp through a standardized interface, making it easy to automate and enhance WhatsApp interactions programmatically. ## Overview WhatsApp Web MCP provides a seamless integration between WhatsApp Web and AI models by: - C
# Notion MCP Server A Model Context Protocol (MCP) server that provides seamless integration with Notion. This server enables Language Models to interact with your Notion workspace through standardized tools for searching, reading, creating, and updating pages and databases. ## Key Features ### Page Operations - Search through your Notion workspace - Create new pages with rich markdown conte
# Last9 MCP Server A server implementation for that enables AI agents to seamlessly bring real-time production context — logs, metrics, and traces — into your local environment to auto-fix code faster. - - Read our ## Status Works with Claude desktop app, or Cursor, Windsurf, and VSCode (Github Copilot) IDEs. Implements the following MCP : - \`get_exceptions\`: Get list of exceptions. -
# MCP FFmpeg Video Processor ](https://smithery.ai/server/@bitscorp-mcp/mcp-ffmpeg) A Node.js server that uses FFmpeg to manipulate video files. This server provides APIs to: - Resize videos to different resolutions (360p, 480p, 720p, 1080p) - Extract audio from videos in various formats (MP3, AAC, WAV, OGG) ## Prerequisites Before running this application, you need to have the following insta
# Vertex AI MCP Server ](https://smithery.ai/server/@shariqriazz/vertex-ai-mcp-server) This project implements a Model Context Protocol (MCP) server that provides a comprehensive suite of tools for interacting with Google Cloud's Vertex AI Gemini models, focusing on coding assistance and general query answering. ## Features * Provides access to Vertex AI Gemini models via numerous MCP t
# Editor MCP A Python-based text editor server built with FastMCP that provides powerful tools for file operations. This server enables reading, editing, and managing text files through a standardized API with a unique multi-step approach that significantly improves code editing accuracy and reliability for LLMs and AI assistants. ## Features - **File Selection**: Set a file to work with using
# NWC MCP Server Connect a bitcoin lightning wallet to your LLM using Nostr Wallet Connect ( or ). This MCP server uses the ## Quick Start ### Add to Claude Desktop Add this to your claude_desktop_config.json: \`\`\`json \{ "mcpServers": \{ "nwc": \{ "command": "npx", "args": ["-y", "@getalby/nwc-mcp-server"], "env": \{ "NWC_CONNECTION_STRING": "YOUR NWC CONN
# Spline MCP Server An MCP server for working with the Spline 3D design tool API. This server provides a convenient interface for Claude to interact with Spline's features, including exporting scenes, importing models, creating animations, and managing projects. ## Features ### Basic Operations - Export Spline scenes to various formats (GLB, GLTF, FBX, OBJ) - Import 3D models into Spline - Get
# Think Tool MCP Server ](https://smithery.ai/server/@PhillipRt/think-mcp-server) **Official implementation of Anthropic's "think" tool as an MCP server** - Dramatically improve Claude's reasoning capabilities with structured thinking. ## What is the Think Tool? This MCP server implements the exact "think" tool that Anthropic introduced in their . The Think Tool provides Claude with a dedicate
# Linear MCP Server A Model Context Protocol (MCP) server implementation that provides access to Linear's issue tracking system through a standardized interface. ## Features * Create new issues and subissues with label support * Retrieve the list of linear projects * Retrieve the project updates * Create a new project update with health status * Update existing issues with full field modificati
Axiom's MCP server enables AI agents to query and analyze large datasets in real-time using Axiom Processing Language.
Bridges AI assistants with Minecraft servers, enabling command execution for block manipulation, entity management, and game state control through a Go implementation that automatically configures popular clients.
# Excel to PDF MCP Server An MCP (Model Context Protocol) server that can convert Excel (.xls/.xlsx) and Apple Numbers (.numbers) files to PDF format. This tool integrates with AI assistants like Claude to enable file conversion directly through the conversation. ## Features - Convert Excel files (.xls, .xlsx) to PDF - Convert Apple Numbers files (.numbers) to PDF - Integrates with AI assistant
# MSSQL MCP Server | ## Overview MSSQL MCP Server, provides database interaction and business intelligence capabilities. This server enables running SQL queries, analyzing business data, and automatically generating business insight memos. Refer to the official website's SQLite for modifications to adapt to MSSQL ## Components - \`read_query\` - Execute SELECT queries to read data fr
# NSAF MCP Server This is a Model Context Protocol (MCP) server for the Neuro-Symbolic Autonomy Framework (NSAF). It allows AI assistants to interact with the NSAF framework through the MCP protocol. > **Note:** This repository includes both the NSAF framework code and the MCP server implementation, making it a complete package that can be deployed and used anywhere. > **Note:** This implementa
# go-mcp This project is a Model Context Protocol (MCP) server designed to provide Go documentation tools for AI assistants. It exposes Go's documentation and package listing capabilities through MCP, allowing AI systems to access official Go documentation and understand Go codebases more effectively. ## Features - **Go Documentation Access**: Query documentation for Go packages, types, functio
Dart MCP Server is Project Management powered by AI. \`dart-mcp-server\` is the official AI server for Dart. - - - - - - - - - - - - - - - - - - ## Features ### Prompts The following prompts are available - \`create-task\` - Create a new task in Dart with title, description, status, priority, and assignee - \`cr
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大家在使用可灵AI生成视频的时候遇到了哪些好的体验和有问题的体验?请务必写明prompt输入文本和视频截图or短视频clip
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大家在使用抖音的即梦AI生成视频的时候遇到了哪些好的体验和有问题的体验?请务必写明prompt输入文本和视频截图or短视频clip
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大家在使用快手(Kuaishou Kwai)短视频的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用小红书(Xiaohongshu)APP的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用微信(WeChat)APP的AI问答功能的时候,遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用知乎(Zhihu)APP的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用京东(JD)APP的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用淘宝(Taobao)APP的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用支付宝(Alipay)APP的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用拼多多(PPD Temu)APP的搜索推荐Search and Recommendation 功能的时候遇到了哪些好的体验和有问题的体验?请麻烦写明复现条件,比如prompt输入文本,上传截图。
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大家在使用知乎直答(Zhihu)AI搜索功能的时候,遇到了哪些好的体验和有问题的体验?请麻烦写一下当时输入的条件,比如prompt输入文本,或者是上传截图。
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We are witnessing great success in recent development of generative Artificial Intelligence in many fields, such as AI assistant, Chatbot, AI Writer. Among all the AI native products, AI Search Engine such as Perplexity, Gemini and SearchGPT are most attrative to website owners, bloggers and web content publishers. AI Search Engine is a new tool to provide answers directly to users' questions (queries). In this blog, we will give some brief introduction to basic concepts of AI Search Engine, including Large Language Models (LLM), Retrieval-Augmented Generation(RAG), Citations and Sources. Then we will highlight some majors differences between traditional Search Engine Optimization (SEO) and Generative Engine Optimization(GEO). And then we will cover some latest research and strategies to help website owners or content publishers to better optimize their content in Generative AI Search Engines.
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We are seeing more applications of robotaxi and self-driving vehicles worldwide. Many large companies such as Waymo, Tesla and Baidu are accelerating their speed of robotaxi deployment in multiple cities. Some human drivers especially cab drivers worry that they will lose their jobs due to AI. They argue that the lower operating cost and AI can work technically 24 hours a day without any rest like human will have more competing advantage than humans. What do you think?