chore: enhance README files across multiple agent applications by adding links to free step-by-step tutorials, providing users with comprehensive guidance on building each agent from scratch.

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# 🎮 AI 3D PyGame Visualizer with DeepSeek R1
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-3d-pygame-visualizer-with-deepseek-r1) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This Project demonstrates R1's code capabilities with a PyGame code generator and visualizer with browser use. The system uses DeepSeek for reasoning, OpenAI for code extraction, and browser automation agents to visualize the code on Trinket.io.
### Features

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# ♜ Agent White vs Agent Black: Chess Game
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-multi-agent-chess-game) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An advanced Chess game system where two AI agents play chess against each other using Autogen in a streamlit app. It is built with robust move validation and game state management.
## Features

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# 🧲 AI Competitor Intelligence Agent Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-competitor-intelligence-agent-team) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
The AI Competitor Intelligence Agent Team is a powerful competitor analysis tool powered by Firecrawl and Agno's AI Agent framework. This app helps businesses analyze their competitors by extracting structured data from competitor websites and generating actionable insights using AI.
## Features

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## 💲 AI Finance Agent Team with Web Access
This script demonstrates how to build a team of AI agents that work together as a financial analyst using GPT-4o in just 20 lines of Python code. The system combines web search capabilities with financial data analysis tools to provide comprehensive financial insights.
### Features

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# AI Game Design Agent Team 🎮
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-game-design-agent-team) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
The AI Game Design Agent Team is a collaborative game design system powered by [AG2](https://github.com/ag2ai/ag2?tab=readme-ov-file)(formerly AutoGen)'s AI Agent framework. This app generates comprehensive game concepts through the coordination of multiple specialized AI agents, each focusing on different aspects of game design based on user inputs such as game type, target audience, art style, and technical requirements. This is built on AG2's new swarm feature run through initiate_chat() method.
## Features

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# 👨‍⚖️ AI Legal Agent Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-legal-team-run-by-ai-agents) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A Streamlit application that simulates a full-service legal team using multiple AI agents to analyze legal documents and provide comprehensive legal insights. Each agent represents a different legal specialist role, from research and contract analysis to strategic planning, working together to provide thorough legal analysis and recommendations.
## Features

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# 🏠 AI Real Estate Agent Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-real-estate-agent-team) and learn how to build this AI SEO Audit Team from scratch with detailed code walkthroughs, explanations, and best practices.**
The **AI Real Estate Agent Team** is a sophisticated property search and analysis platform powered by specialized AI agents with Firecrawl's extract endpoint. This application provides comprehensive real estate insights, market analysis, and property recommendations using advanced web scraping and AI-powered search capabilities.
## Features

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# 🔍 AI SEO Audit Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-seo-audit-team-with-gemini) and learn how to build this AI SEO Audit Team from scratch with detailed code walkthroughs, explanations, and best practices.**
The **AI SEO Audit Team** is an autonomous, multi-agent workflow built with Google ADK. It takes a webpage URL, crawls the live page, researches real-time SERP competition, and produces a polished, prioritized SEO optimization report. The app uses **Firecrawl via MCP (Model Context Protocol)** for accurate page scraping and Google's Gemini 2.5 Flash for analysis and reporting.
## Features

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# 👨‍🏫 AI Teaching Agent Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-teaching-agent-team) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A Streamlit application that brings together a team of specialized AI teaching agents who collaborate like a professional teaching faculty. Each agent acts as a specialized educator: a curriculum designer, learning path expert, resource librarian, and practice instructor - working together to create a complete educational experience through Google Docs.
## 🪄 Meet your AI Teaching Agent Team

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# 💻 Multimodal AI Coding Agent Team with o3-mini and Gemini
An AI Powered Streamlit application that serves as your personal coding assistant, powered by multiple Agents built on the new o3-mini model. You can also upload an image of a coding problem or describe it in text, and the AI agent will analyze, generate an optimal solution, and execute it in a sandbox environment.
## Features

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# Multimodal AI Design Agent Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-multimodal-ai-agent-design-team) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A Streamlit application that provides comprehensive design analysis using a team of specialized AI agents powered by Google's Gemini model.
This application leverages multiple specialized AI agents to provide comprehensive analysis of UI/UX designs of your product and your competitors, combining visual understanding, user experience evaluation, and market research insights.

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# 🎨 🍌 Multimodal UI/UX Feedback Agent Team with Nano Banana
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-ui-ux-feedback-agent-team-with-nano-banana) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A sophisticated multi-agent system built with Google ADK that analyzes landing page designs, provides expert UI/UX feedback, and automatically generates improved versions using Gemini 2.5 Flash's multimodal capabilities.
## Features

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# 🌍 AQI Analysis Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-aqi-analysis-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
The AQI Analysis Agent is a powerful air quality monitoring and health recommendation tool powered by Firecrawl and Agno's AI Agent framework. This app helps users make informed decisions about outdoor activities by analyzing real-time air quality data and providing personalized health recommendations.
## Features

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# 🔍 AI Domain Deep Research Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-domain-deep-research-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An advanced AI research agent built using the Agno Agent framework, Together AI's Qwen model, and Composio tools. This agent helps users conduct comprehensive research on any topic by generating research questions, finding answers through multiple search engines, and compiling professional reports with Google Docs integration.
## Features

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### AI Email GTM Outreach Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-email-gtm-outreach-agent-team) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An end-to-end, multi-agent Streamlit app that automates B2B outreach using GPT-5 and Exa. It discovers relevant companies, finds the right contacts (Founder's Office, GTM/Sales leadership, Partnerships/BD, Product Marketing), researches website + Reddit insights, and drafts tailored emails in your selected style.
## Features

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# AI Financial Coach Agent with Google ADK 💰
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-multi-agent-personal-finance-coach) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
The **AI Financial Coach** is a personalized financial advisor powered by Google's ADK (Agent Development Kit) framework. This app provides comprehensive financial analysis and recommendations based on user inputs including income, expenses, debts, and financial goals.
## Features

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# 🏚️ 🍌 AI Home Renovation Planner Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-home-renovation-planner-agent-using-nano-banana) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A multi-agent system built with Google ADK that analyzes photos of your space, creates personalized renovation plans, and generates photorealistic renderings using Gemini 2.5 Flash's multimodal capabilities.
## Features

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## 📰 Multi-Agent AI Researcher
This Streamlit app empowers you to research top stories and users on HackerNews using a team of AI assistants with GPT-4o.
### Features

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# 🚀 AI Product Launch Intelligence Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-multi-agent-product-launch-intelligence-app) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A **streamlined intelligence hub** for Go-To-Market (GTM) & Product-Marketing teams.
Built with **Streamlit + Agno (GPT-4o) + Firecrawl**, the app turns scattered public-web data into concise, actionable launch insights.

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# 🤝 AI Consultant Agent with Google ADK
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-consultant-agent-with-gemini-2-5-flash) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A powerful business consultant powered by Google's Agent Development Kit that provides comprehensive market analysis, strategic planning, and actionable business recommendations with real-time web research.

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## 🛒 AI Customer Support Agent with Memory
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-customer-support-agent-with-memory) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This Streamlit app implements an AI-powered customer support agent for synthetic data generated using GPT-4o. The agent uses OpenAI's GPT-4o model and maintains a memory of past interactions using the Mem0 library with Qdrant as the vector store.
### Features

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# Deep Research Agent with OpenAI Agents SDK and Firecrawl
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-deep-research-agent-with-openai-agents-sdk-and-firecrawl) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A powerful research assistant that leverages OpenAI's Agents SDK and Firecrawl's deep research capabilities to perform comprehensive web research on any topic and any question.
## Features

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# 🚀 AI Email GTM Reachout Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-email-gtm-outreach-agent-team) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An intelligent, fully automated B2B outreach system that discovers companies, finds decision makers, researches company intelligence, and generates personalized cold emails using AI agents.
## ✨ Features

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# AI Health & Fitness Planner Agent 🏋️‍♂️
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-personal-health-and-fitness-ai-agent-using-google-gemini) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
The **AI Health & Fitness Planner** is a personalized health and fitness Agent powered by Agno AI Agent framework. This app generates tailored dietary and fitness plans based on user inputs such as age, weight, height, activity level, dietary preferences, and fitness goals.
## Features

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## 📈 AI Investment Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-finance-agent-with-xai-api) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This Streamlit app is an AI-powered investment agent built with Agno's AI Agent framework that compares the performance of two stocks and generates detailed reports. By using GPT-4o with Yahoo Finance data, this app provides valuable insights to help you make informed investment decisions.
### Features

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## 🗞️ AI Journalist Agent
This Streamlit app is an AI-powered journalist agent that generates high-quality articles using OpenAI GPT-4o. It automates the process of researching, writing, and editing articles, allowing you to create compelling content on any topic with ease.
### Features

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## 📝 AI Meeting Preparation Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-multi-agent-ai-meeting-preparation-assistant) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This Streamlit application leverages multiple AI agents to create comprehensive meeting preparation materials. It uses OpenAI's GPT-4, Anthropic's Claude, and the Serper API for web searches to generate context analysis, industry insights, meeting strategies, and executive briefings.
### Features

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## 🎬 AI Movie Production Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-movie-production-agent-with-claude-3-5-sonnet) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This Streamlit app is an AI-powered movie production assistant that helps bring your movie ideas to life using Claude 3.5 Sonnet model. It automates the process of script writing and casting, allowing you to create compelling movie concepts with ease.
### Features

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## 💰 AI Personal Finance Planner
This Streamlit app is an AI-powered personal finance planner that generates personalized financial plans using OpenAI GPT-4o. It automates the process of researching, planning, and creating tailored budgets, investment strategies, and savings goals, empowering you to take control of your financial future with ease.
### Features

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# 🐙 GitHub MCP Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-mcp-github-agent-in-less-than-50-lines-of-code) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A Streamlit application that allows you to explore and analyze GitHub repositories using natural language queries through the Model Context Protocol (MCP).
**✨ Now using the official [GitHub MCP Server](https://github.com/github/github-mcp-server) from GitHub!**

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# 📑 Notion MCP Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-terminal-based-notion-agent-with-mcp) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A terminal-based Notion Agent for interacting with your Notion pages using natural language through the Notion MCP (Model Context Protocol) server.
## Features

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## 🔥 Agentic RAG with EmbeddingGemma
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-local-agentic-rag-app-with-google-embeddinggemma) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This Streamlit app demonstrates an agentic Retrieval-Augmented Generation (RAG) Agent using Google's EmbeddingGemma for embeddings and Llama 3.2 as the language model, all running locally via Ollama.
### Features

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# 🧠 Agentic RAG with GPT-5
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-agentic-rag-with-openai-gpt-5) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An agentic RAG application built with the Agno framework, featuring GPT-5 and LanceDB for efficient knowledge retrieval and question answering.
## ✨ Features

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# 🧐 Agentic RAG with Reasoning
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-agentic-rag-app-with-reasoning) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A sophisticated RAG system that demonstrates an AI agent's step-by-step reasoning process using Agno, Gemini and OpenAI. This implementation allows users to add web sources, ask questions, and observe the agent's thought process in real-time with reasoning capabilities.

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# 🤖 AutoRAG: Autonomous RAG with GPT-4o and Vector Database
This Streamlit application implements an Autonomous Retrieval-Augmented Generation (RAG) system using OpenAI's GPT-4o model and PgVector database. It allows users to upload PDF documents, add them to a knowledge base, and query the AI assistant with context from both the knowledge base and web searches.
Features

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# 🐋 Deepseek Local RAG Reasoning Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-local-rag-reasoning-agent-with-deepseek-r1) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A powerful reasoning agent that combines local Deepseek models with RAG capabilities. Built using Deepseek (via Ollama), Snowflake for embeddings, Qdrant for vector storage, and Agno for agent orchestration, this application offers both simple local chat and advanced RAG-enhanced interactions with comprehensive document processing and web search capabilities.
## Features

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## 🦙 Local RAG Agent with Llama 3.2
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-local-rag-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This application implements a Retrieval-Augmented Generation (RAG) system using Llama 3.2 via Ollama, with Qdrant as the vector database. Built with Agno v2.0.

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## 🖇️ RAG-as-a-Service with Claude 3.5 Sonnet
Build and deploy a production-ready Retrieval-Augmented Generation (RAG) service using Claude 3.5 Sonnet and Ragie.ai. This implementation allows you to create a document querying system with a user-friendly Streamlit interface in less than 50 lines of Python code.
### Features

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# 📠 RAG Agent with Database Routing
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-rag-agent-with-database-routing) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A Streamlit application that demonstrates an advanced implementation of RAG Agent with intelligent query routing. The system combines multiple specialized databases with smart fallback mechanisms to ensure reliable and accurate responses to user queries.
## Features

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# 💔 Breakup Recovery Agent Team
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-breakup-recovery-agent-team-f29b) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This is an AI-powered application designed to help users emotionally recover from breakups by providing support, guidance, and emotional outlet messages from a team of specialized AI agents. The app is built using **Streamlit** and **Agno**, leveraging **Gemini 2.0 Flash (Google Vision Model) **.
## 🚀 Features

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# 📊 AI Data Analysis Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-data-analysis-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An AI data analysis Agent built using the Agno Agent framework and Openai's gpt-4o model. This agent helps users analyze their data - csv, excel files through natural language queries, powered by OpenAI's language models and DuckDB for efficient data processing - making data analysis accessible to users regardless of their SQL expertise.
## Features

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# 📊 AI Data Visualization Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-data-visualization-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A Streamlit application that acts as your personal data visualization expert, powered by LLMs. Simply upload your dataset and ask questions in natural language - the AI agent will analyze your data, generate appropriate visualizations, and provide insights through a combination of charts, statistics, and explanations.
## Features

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## 📈 AI Startup Trend Analysis Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-ai-startup-trend-analysis-agent-using-claude-3-5-sonnet) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
The AI Startup Trend Analysis Agent is tool for budding entrepreneurs that generates actionable insights by identifying nascent trends, potential market gaps, and growth opportunities in specific sectors. Entrepreneurs can use these data-driven insights to validate ideas, spot market opportunities, and make informed decisions about their startup ventures. It combines Newspaper4k and DuckDuckGo to scan and analyze startup-focused articles and market data. Using Claude 3.5 Sonnet, it processes this information to extract emerging patterns and enable entrepreneurs to identify promising startup opportunities.

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## 🛫 AI Travel Agent
This Streamlit app is an AI-powered travel Agent that generates personalized travel itineraries using OpenAI GPT-4o. It automates the process of researching, planning, and organizing your dream vacation, allowing you to explore exciting destinations with ease.
### Features

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## 📊 AI Finance Agent with xAI Grok
This application creates a financial analysis agent powered by xAI's Grok model, combining real-time stock data with web search capabilities. It provides structured financial insights through an interactive playground interface.
### Features

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# 🎧 Self-Guided AI Audio Tour Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-self-guided-ai-audio-tour-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
A conversational voice agent system that generates immersive, self-guided audio tours based on the users **location**, **areas of interest**, and **tour duration**. Built on a multi-agent architecture using OpenAI Agents SDK, real-time information retrieval, and expressive TTS for natural speech output.
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# 🎙️ Customer Support Voice Agent
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-customer-support-voice-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
An OpenAI SDK powered customer support agent application that delivers voice-powered responses to questions about your knowledge base using OpenAI's GPT-4o and TTS capabilities. The system crawls through documentation websites with Firecrawl, processes the content into a searchable knowledge base with Qdrant, and provides both text and voice responses to user queries.
## Features

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## 🎙️ Voice RAG with OpenAI SDK
### 🎓 FREE Step-by-Step Tutorial
**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-voice-rag-agent) and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.**
This script demonstrates how to build a voice-enabled Retrieval-Augmented Generation (RAG) system using OpenAI's SDK and Streamlit. The application allows users to upload PDF documents, ask questions, and receive both text and voice responses using OpenAI's text-to-speech capabilities.
### Features