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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
| Date | Stars |
|---|---|
| 2026-07-31 | 7716 |
| 2026-08-02 | 7716 |
| 2026-08-06 | 7719 |
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<!-- --- name: RAG chat app with your data (Python) description: Chat with your domain data using Azure OpenAI and Azure AI Search. languages: - python - typescript - bicep - azdeveloper products: - azure-openai - azure-cognitive-search - azure-app-service - azure page_type: sample urlFragment: azure-search-openai-demo --- --> # RAG chat app with Azure OpenAI and Azure AI Search (Python) This solution creates a ChatGPT-like frontend experience over your own documents using RAG (Retrieval Augmented Generation). It uses Azure OpenAI Service to access GPT models, and Azure AI Search for data indexing and retrieval. This solution's backend is written in Python. There are also [**JavaScript**](https://aka.ms/azai/js/code), [**.NET**](https://aka.ms/azai/net/code), and [**Java**](https://aka.ms/azai/java/code) samples based on this one. Learn more about [developing AI apps using Azure AI Services](https://aka.ms/azai). [](https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=599293758&machine=standardLinux32gb&devcontainer_path=.devcontainer%2Fdevcontainer.json&location=WestUs2) [](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/azure-samples/azure-search-openai-demo) [](https://vscode.dev/azure?azdTemplateUrl=https://github.com/azure-samples/azure-search-openai-demo) ## Important Security Notice This template, the application code and configuration it contains, has been built to showcase Microsoft Azure specific services and tools. We strongly advise our customers not to make this code part of their production environments without implementing or enabling additional security features. See our [productionizing guide](docs/productionizing.md) for tips, and consult the [Azure OpenAI Landing Zone reference architecture](https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-landing-zone-reference-architecture/3882102) for more best practices. ## Table of Contents - [Features](#features) - [Azure account requirements](#azure-account-requirements) - [Cost estimation](#cost-estimation) - [Getting Started](#getting-started) - [GitHub Codespaces](#github-codespaces) - [VS Code Dev Containers](#vs-code-dev-containers) - [Local environment](#local-environment) - [Deploying](#deploying) - [Deploying again](#deploying-again) - [Running the development server](#running-the-development-server) - [Using the app](#using-the-app) - [Clean up](#clean-up) - [Guidance](#guidance) - [Resources](#resources)  [📺 Watch a video overview of the app.](https://youtu.be/3acB0OWmLvM) This sample demonstrates a few approaches for creating ChatGPT-like experiences over your own data using the Retrieval Augmented Generation pattern. It uses Azure OpenAI Service to access a GPT model (gpt-5.4-mini), and Azure AI Search for data indexing and retrieval. The repo includes sample data so it's ready to try end to end. In this sample application we use a fictitious company called Zava, and the experience allows its employees to ask questions about the benefits, internal policies, as well as job descriptions and roles. ## Features - Chat (multi-turn) interface - Renders citations and thought process for each answer - Includes settings directly in the UI to tweak the behavior and experiment with options - Integrates Azure AI Search for indexing and retrieval of documents, with support for [many document formats](/docs/data_ingestion.md#supported-document-forma
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:3e36ffe7f49e6f77, topic:chatgpt
matched fp:3e36ffe7f49e6f77, desc:retrieval-augmented generation, desc:retrieval augmented