A curated list of Microsoft Azure OpenAI & Copilot ecosystem resources — including services, frameworks, agent platforms, evaluation tooling, and reference architectures — for building secure, production-grade generative and agentic AI applications.
- Azure OpenAI Overview
- LLM Frameworks
- Prompt Tooling
- Agent Frameworks
- Deep Learning
- Risk & LLMOps
- Data Processing
- Developer Tooling
- Microsoft Copilot Products
- Agent Development
- Copilot Development
- Azure AI Search
- Azure AI Services
- Microsoft Research
- Azure OpenAI Application
- Azure OpenAI Accelerator
- Azure OpenAI Samples
- Use Case & Architecture References
- Abuse Monitoring - ✍️Data handling and retention policy for abuse detection in Azure OpenAI.
- Azure OpenAI Models - ✍️Catalog of foundation and reasoning models available from Azure OpenAI.
- OpenAI Models - ✍️Catalog of foundation and reasoning models available from OpenAI.
- What is Azure OpenAI Service? - ✍️Overview of Azure-hosted OpenAI capabilities, security and integration features.
- 🏛️Artificial Intelligence Controller Interface (AICI) - ✨Secure sandboxed controllers for structured real-time LLM output control. (Sep 2023)
- Azure ML Prompt Flow - ✍️Visual designer for prompt orchestration and evaluation supporting Jinja templates. (Jun 2023)
- 🏛️Kernel Memory - ✨Service and plugins for scalable ingestion, hybrid embedding, and memory pipelines. (Jul 2023)
- 🏛️Microsoft Agent Framework - ✨Unified SDK (Semantic Kernel & AutoGen), Graph-based Workflows, DevUI, Built-in connectors, MCP + A2A + OpenAPI (Apr 2025)
- 🏛️Semantic Kernel - ✨SDK for orchestrating AI services, functions, memory, and planners across languages. (Feb 2023)
- 🏛️GenAIScript - ✨JavaScript framework to orchestrate LLM calls, tools, and data in unified scripts. (Aug 2023)
- 🏛️guidance - ✨DSL for structured prompting and controlled generation with chain-of-thought patterns. (Nov 2022)
- 🏛️LLMLingua - ✨Prompt and KV-cache compression achieving substantial token reduction with minimal quality loss. (Jul 2023)
- 🏛️LMOps - ✨Toolkit for optimizing and evaluating prompt quality across multimodal scenarios. (Dec 2022)
- 🏛️Prompt Engine - ✨Utilities for systematic prompt authoring and experimentation (Python variant available). (Jun 2022)
- 🏛️PromptBench - ✨Unified framework for large language model prompt evaluation. (Jun 2023)
- 🏛️Prompty - ✨Template language for prompt definition, execution metadata, and evaluation integration. (Apr 2024)
- 🏛️Promptions - ✨Promptions ("Prompt" plus "options"). Ephemeral UI for prompt refinement — a flexible dynamic prompt middleware. (Jul 2025)
- 🏛️SAMMO - ✨Framework for automated prompt optimization through search and evaluation loops. (Apr 2024)
- 🏛️TypeChat - ✨Schema-driven natural language interfaces using strongly typed APIs.
- 🏛️AGDebugger - ✨Visual tool for AutoGen-based multi-agent debugging. (Jan 2025)
- 🏛️Agent Lightning - ✨Train and optimize agents (including RL, prompt‑optimization, multi‑agent workflows) (Jun 2025)
- AIOpsLab - ✍️Research-driven AI agents for cloud incident analysis and root cause automation.
- 🏛️Autogen - ✨Customizable multi-agent conversation and tool orchestration framework (community AG2 and Microsoft variants). (Mar 2023)
- 🏛️ExACT - ✨Adaptive retrieval and planning using interaction memory and Monte Carlo Tree Search. (Dec 2024)
- 🏛️JARVIS - ✨Bridge connecting LLMs with specialized AI models for composite task execution. (Mar 2023)
- 🏛️Magentic-Marketplace - ✨Market simulation using agents. (27 Oct 2025) 📑
- Magentic-One - ✍️Generalist multi-agent system for complex multi-step automation.
- 🏛️OmniParser - ✨Vision-based GUI parsing for screen-grounded agent control. (Sep 2024)
- 🏛️qlib - ✨Quantitative finance platform integrating supervised, temporal, and reinforcement modeling. (Aug 2020)
- 🏛️RD-Agent - ✨Open-source R&D automation for structured experimentation workflows. (Apr 2024)
- 🏛️Semantic Workbench - ✨Development environment for intelligent multi-agent scenario design and debugging. (Aug 2024)
- 🏛️TaskWeaver - ✨Code-first natural language to executable workflow translation with rich data planning. (Sep 2023)
- 🏛️TinyTroupe - ✨Multi-agent persona simulation for scenario exploration and insight generation. (Mar 2024)
- 🏛️UFO - ✨UI-centric Windows interaction agent for system-level task automation. (Mar 2024)
- 🏬Vanilla AI Agents - ✨Minimal agent patterns without heavy framework abstractions. (Dec 2024)
- 🏛️Windows Agent Arena - ✨Benchmarking and evaluation platform for multimodal Windows desktop agents. (Sep 2024)
- 🏛️BitNet - ✨Inference framework for ultra-low precision (1-bit) large language models. (Aug 2024)
- 🏛️DeepSpeed - ✨Distributed training and inference optimization library featuring ZeRO optimizations. (May 2020)
- 🏛️FLAML - ✨Lightweight automation for model selection, tuning, and economical experimentation. (Dec 2020)
- 🏛️PixelCraft - ✨High-fidelity visual reasoning on structured images. (Apr 2025)
- 🏛️Tutel - ✨Optimized Mixture-of-Experts (MoE) library with FP8/NVFP4/MXFP4 support. (Aug 2021)
- 🏛️UniLM (Foundation Models) - ✨Collection of large-scale pretrained architectures for multimodal and language tasks. (Mar 2020)
- 🏛️AI Central - ✨Control plane for authenticated, resilient access to multiple OpenAI endpoints. (Oct 2023)
- Azure AI Evaluation SDK - ✍️Evaluation tooling for generative AI quality and safety metrics. (Oct 2024)
- 🌐PyRIT - ✨Risk identification toolkit targeting robustness, safety, and adversarial prompt detection. (Dec 2023)
- Azure HorizonDB - ✍️New PostgreSQL service with advanced DiskANN vector indexing and large-scale replication. (19 Nov 2025)
- 🏛️DiskANN - ✨Graph-based indices for scalable and fast approximate nearest neighbor search. (Jun 2020)
- 🏛️markitdown - ✨Conversion utility for office and structured documents to Markdown. (14 Nov 2024)
- Microsoft Fabric - ✍️Unified platform combining data integration, engineering, warehousing, and BI. (May 2023)
- 🏛️NLWeb - ✨Conversational interfaces for web data with MCP, Schema.org, and RSS support. (Apr 2025)
- 🏛️Presidio - ✨Context-aware, pluggable PII detection and de-identification for text and images. (Oct 2019)
- 🏛️Presidio Research - ✨Data science tools for developing and evaluating Presidio PII recognizers. (Jan 2020)
- 🏛️AI Toolkit for VS Code - ✨VS Code extension integrating local and cloud AI workflows. (Dec 2023)
- AIShell - ✨Interactive PowerShell shell integrating AI-assisted command workflows. (Apr 2023)
- 🏛️Azure Communication Services WebChat Adapter - ✨Bot Framework WebChat adapter for Azure Communication Services Chat. (Dec 2024)
- Cosmos DB Agent Kit - A collection of skills for AI coding agents working with Azure Cosmos DB.
(Jan 2026)
- 🏛️Data Formulator - ✨Iterative AI-assisted creation and transformation of data visualizations. (18 Sep 2023)
- ExcelMcp - MCP Server for Microsoft Excel - ✨MCP server that lets AI assistants (e.g. via GitHub Copilot or other LLM-based agents) control Microsoft Excel — automate Power Query, VBA, DAX, formatting, and more. (Oct 2025)
- 🏛️Foundry-Local - ✨Local-first dev setup for Microsoft Foundry projects. (Mar 2025)
- 🏛️GitHub Copilot Chat for VS Code - ✨In-editor contextual multi-turn AI assistance. (June 2025)
- GitHub Copilot CLI - ✨AI-powered coding assistance in your terminal.
- 🏛️MCP Gateway - ✨Reverse proxy and management layer for MCP servers with Kubernetes lifecycle support. (May 2025)
- 🏛️Microsoft MCP - ✨Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI data access and tool integration. (Apr 2025)
- 🏛️Power BI Modeling MCP Server - ✨Power BI semantic modeling capabilities to your AI agents through a local MCP server. (Oct 2025)
- 🏛️SWE-bench-Live - ✨Evaluating your AI system on latest software engineering tasks. (NeurIPS 2025 D&B). (Mar 2025)
- Agent 365 - ✍️Control plane for AI agents (registry, access control, visualization, interoperability, security). (18 Nov 2025)
- Azure SRE Agent - ✍️A cloud agent service. Site reliability engineering (SRE) covers Usage, Incident, and Performance Monitoring. (19 May 2025)
- 🏛️Azure SRE Agent GitHub Repository - ✨Official sample of Azure SRE Agent. (September 2025)
- Copilot Checkout and Brand Agents - ✍️In-chat purchases and automated brand interactions. (6 Jan 2026)
- Clarity Copilot - ✍️Analytics insights assistant for session telemetry. (March 2023)
- Copilot Pages - ✍️Persistent collaborative canvas in Copilot chat. (16 Sep 2024)
- Copilot Pro - ✍️Premium Copilot features, model priority, and M365 integration. (Jan 2024)
- Copilot Scenario Library - ✍️Examples of Copilot business use cases.
- Copilot Usage Report 2025 - ✍️Health queries dominate mobile use, programming peaks on weekdays and gaming on weekends, and February sees a Valentine's Day spike in relationship and personal growth conversations. (10 Dec 2025)
- Copilot Vision - ✍️Edge experience for browsing with on-page visual grounding. (05 Dec 2024)
- Copilot in Azure Quantum - ✍️Quantum workload guidance with Copilot integration. (June 2023)
- Copilot in Windows - ✍️System-level AI integration in Windows. (Sep 2023)
- Copilot+ PC - ✍️Windows PCs with integrated NPUs for AI workloads. (May 2024)
- Dynamics 365 Copilot - ✍️Embedded generative assistance across Dynamics workloads. (March 2023)
- Fabric Copilot - ✍️Copilot features for Fabric. (March 2024)
- GitHub Copilot - ✍️AI pair programming for code completion and chat. (Oct 2021)
- Microsoft 365 Copilot - ✍️Cross-suite productivity AI assistance. (Nov 2023)
- Microsoft 365 Copilot Chat - ✍️Chat experience (free tier) and pay-as-you-go agents.
- Microsoft Copilot - ✍️Web-based AI assistant (formerly Bing Chat Enterprise). (Nov 2023)
- Microsoft Copilot for Azure - ✍️AI-assisted cloud operations for management and optimization. (Nov 2023)
- Nuance DAX Copilot - ✍️Clinical documentation automation. (18 Jan 2024)
- Power Apps AI Copilot - Copilot feature in ✍️Power Apps AI. (March 2023)
- Power Automate Copilot - Copilot feature in ✍️Power Automate cloud flows. (March 2023)
- PowerBI Copilot - ✍️Copilot features in Power BI. (March 2024)
- Process Mining ingestion - ✍️Copilot feature for process mining ingestion in Power Automate. (March 2023)
- Security Copilot - ✍️Security operations copiloting for defenders. (March 2023)
- Team Copilot - ✍️Meeting, collaboration, and project facilitation. (May 2024)
- Viva Copilot - ✍️Employee experience and engagement assistance. (April 2023)
- Windows AI Foundry - ✍️Platform for local and hybrid AI app development (evolved from Windows Copilot Runtime). (May 2024)
- Windows Copilot Runtime - ✍️The set of APIs powered by the 40+ on-device models. (May 2024)
- Word, Excel, and PowerPoint Agents in Microsoft 365 - ✍️Dedicated agents that help users create documents, spreadsheets, and presentations. (19 Nov 2025)
- Work IQ - ✍️Enterprise intelligence layer behind Microsoft 365 Copilot agents (Fabric IQ, Foundry IQ). (18 Nov 2025)
- 🏛️Agent 365 SDK - C# /.NET - ✨.NET samples for Microsoft Agent 365. (Oct 2025)
- 🏛️Agent 365 SDK - Python - ✨Python samples for Microsoft Agent 365. (Oct 2025)
- 🏛️Agent 365 SDK Samples and Prompts - ✨Sample scenarios for Microsoft Agent 365. (Oct 2025)
- Agent builder & Plan designer in Power Apps - ✍️Design and configure intelligent solutions in Power Apps.
- Agents in Power Platform - ✍️AI first no-code development with Copilot agents in Power Platform. (19 Nov 2024)
- 🏛️AI Agents for Beginners - A Course - ✨Ten-lesson introduction to building AI agents for Beginners. (Nov 2024)
- 🏛️AI BAST Agents Library - ✨AI BAST Specialist Team agents library. Rapid Agent Prototype Pattern (RAPP). (Oct 2025)
- 🏛️AI Developer - ✨Challenges for Learning Azure AI Foundry and Semantic Kernel Fundamentals. (Oct 2024)
- 🏛️AI fluency - ✨Learning resources and challenges for AI fluency. (Apr 2024)
- 🏛️Automated Compliance Agents Hackathon - ✨Hands-on hackathon challenges for multi-agent financial compliance workflows. (Sep 2025)
- Azure AI Agent Service - ✍️Managed agent service in Azure AI Foundry. (19 Nov 2024)
- Azure AI Foundry - ✍️Portal and SDK for building generative AI solutions.
- 🏛️Azure AI Foundry & Agents Workshop - ✨Azure AI Foundry & Agents workshop materials. (Nov 2025)
- Combine Copilot Agents with Office Add-ins - ✍️Enhance Copilot with Office add-in actions for natural language interaction with Office documents. (22 May 2025)
- Introducing Copilot Actions, new agents, Copilot Control System - ✍️New agent capabilities and management tools for IT teams.
- Microsoft 365 Agents SDK - ✍️The evolution of the Bot Framework to build AI Agents. (19 Nov 2024)
- 🏛️Microsoft 365 Agents SDK - C# /.NET - ✨Microsoft 365 Agent SDK components for .NET. (Nov 2024)
- 🏛️Microsoft 365 Agents SDK - Python - ✨Microsoft 365 Agent SDK components for Python. (Dec 2024)
- Microsoft Agent Factory - ✍️Program for building agents with Work IQ, Fabric IQ, Foundry IQ via Microsoft Foundry & Copilot Studio. (19 Nov 2025)
- Microsoft Discovery - ✍️Graph-based scientific co-reasoning. Specialized discovery agents for conducting research. (19 May 2025)
- Microsoft Entra Agent ID - ✍️Central registration and governance for organizational AI agents. (20 May 2025)
- Microsoft Foundry - ✍️Azure AI Foundry rebranded as Microsoft Foundry. Blog with recent updates. (18 Nov 2025)
- 🏛️Model Mondays - ✨Weekly livestream and office hours on generative AI models and model selection. (Feb 2025)
- SharePoint Agent - ✍️Turn SharePoint sites and documents into interactive agents.
- 🏛️WorkIQ CLI and MCP - ✨MCP Server and CLI for accessing Work IQ. (Jan 2026)
- Agent Evaluation in Microsoft Copilot Studio - ✍️Structured, automated testing solution directly in Copilot Studio.
- Community contributed samples for the Microsoft 365 Copilot - ✨Samples for extending Microsoft 365 Copilot features. (Sep 2024)
- 🏛️Copilot Developer Camp - ✨Hands-on labs for extending Microsoft 365 Copilot and building custom agents. (Jan 2024)
- Copilot Studio Labs - Hands-on labs for building AI agents with Microsoft Copilot Studio.
- Copilot Studio March 2025 Update - ✍️Added autonomous agents, deep reasoning, and MCP integration. (31 Mar 2025)
- Copilot Studio Monthly updates - Copilot Studio news and features for the last month.
- Copilot System Overview (video) - Copilot Architecture explanation video. (Mar 2023)
- Copilot Tuning - ✍️Low-code model tuning and grounded agent creation. (May 2025)
- Microsoft 365 Copilot - App Builder and Workflows - ✍️Build working apps & workflows using natural language.
- 🏛️Microsoft 365 Copilot APIs Client Libraries - ✨Microsoft 365 Copilot APIs client libraries. (Mar 2025)
- Microsoft Copilot Studio - ✍️Customization and orchestration environment (formerly Power Virtual Agents). (Nov 2023)
- Agentic retrieval in Azure AI Search - ✍️An automated query engine that creates and runs its own retrieval plan for relevant results to complex questions. (20 May 2025)
- Azure AI Search Blog - ✍️News, best practices, and updates for Azure AI Search.
- 🏬Azure AI Search Demos using Jupyter Notebook - ✨Jupyter notebooks that demonstrate vector search, hybrid search, image search, RAG, and evaluation. (Sep 2024)
- Azure AI Search Documentation - ✍️Official product documentation and tutorials for Azure AI Search.
- 🏬Azure AI Search Multimodal Sample - ✨Demonstrates multimodal ingestion and retrieval patterns. (May 2025)
- 🏬Azure AI Search Power Skills - ✨Custom skills for Azure AI Search. (Jun 2019)
- Azure AI Search Python Playground - ✨A collection of Jupyter notebooks designed to explore the various capabilities of Azure AI Search. (Feb 2024)
- Azure AI Search Samples - ✨Official sample code for Azure AI Search.
- 🏬Azure AI Search OpenAI Purview Data Security Demo - ✨Demo integrating Azure Search, OpenAI, and Purview data security. (Jun 2025)
- Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - ✍️Vector search with hybrid retrieval and reranking. (18 Sep 2023)
- Document-level access control - ✍️Document-level access helps restrict content visibility to authorized users, based on predefined access rules. (20 May 2025)
- Integrated vectorization - ✍️Automatically splits documents into chunks, creates embeddings with Azure OpenAI, maps them to an Azure AI Search index, and automates query vectorization. (24 Aug 2024)
- Python samples for Azure AI Search - ✨Python samples used in Azure AI Search Documentation. (Apr 2019)
- RAG-Knowledge - ✨Sample code for Data Preprocessing, Chunking, Index Design, Query Optimization. (Jun 2024)
- Relevance scoring in hybrid search - ✍️Hybrid search with Reciprocal Rank Fusion (RRF).
- REST examples for Azure AI Search - ✨REST sample requests for search features. (Apr 2019)
- 🌐Vector Search Sample Code - ✨Sample code demonstrating Azure AI Search vector capabilities. (Oct 2019)
- Artificial Intelligence Architecture Design - ✍️Overview of Azure AI services and solution patterns.
- Assistants API - ✍️Code Interpreter, Function calling, Knowledge retrieval tool, and Threads. (06 Feb 2024)
- Azure AI Content Understanding - ✍️Transforming Multimodal Data into Insights.
- Azure AI Foundry - ✍️Azure AI Foundry portal (formerly Azure AI Studio). (19 Nov 2024)
- Azure AI Foundry Agent Service - ✍️Azure AI Foundry Agent Service to create enterprise-grade, multi-agent systems. (20 May 2025)
- Azure AI Foundry Fine Tuning - ✍️Reinforcement Fine-Tuning (RFT) with o4-mini. (20 May 2025)
- Azure AI Foundry SDK - ✍️Unified SDK with pre-built app templates. (19 Nov 2024)
- Introducing Deep Research in Azure AI Foundry Agent Service - ✍️Deep Research capabilities in Azure AI Foundry Agent Service. (7 Jul 2025)
- Responses API - ✍️Chat Completions API with the advanced tool-calling capabilities.
- Weights & Biases with Azure - ✍️Fine-Tuning with Weights & Biases and Azure OpenAI.
- AsyncThink - ✍️Asynchronous thinking protocol with organizer/worker fork–join actions extending sequential and parallel paradigms. (30 Oct 2025)
- AutoGen Studio - ✍️A No-Code Developer Tool for Building and Debugging Multi-Agent Systems. (9 Aug 2024)
- Azure AI Foundry Labs - ✍️Research driven tools and experimental projects.
- Be My Eyes📑 - ✍️A modular, multi-agent framework that extends LLMs to multimodal reasoning by coordinating efficient VLM perceivers (Qwen2.5-VL-7B) and powerful LLM reasoners (text-only DeepSeek-R1) through conversational collaboration. (24 Nov 2025)
- Claimify - ✍️Extracting high-quality claims from language model outputs. (19 Mar 2025)
- Data Formulator - ✍️AI-powered Concept-driven Visualization Authoring. (18 Sep 2023)
- Data Formulator 2 - ✍️Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way. (18 Sep 2023)
- Data Science Toolkit - ✍️Open-source collection of proven ML and AI implementation accelerators.
- E5 - ✍️Embedding model for Multilingual and Mutitask. Contrastive Pre-training (CCPairs dataset — millions of high-quality pairs of related texts (e.g., paraphrases or semantically similar sentences). (Dec 2022)
- Fara-7B - ✨An Efficient Agentic Model for Computer Use. (24 Nov 2025)
- GraphRAG (by Microsoft) - ✍️RAG with a graph-based approach to efficiently answer both specific and broad questions over large text. (24 Apr 2024)
- Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - ✍️K-LaMP. Contextual memory layer for LLM application. (10 Nov 2023)
- Magentic-One - ✍️A Generalist Multi-Agent System for Solving Complex Tasks.
- Magentic-UI - ✍️Magentic-UI, built on Magentic-One, can browse the web, run Python and shell code, and process files.
- 🏛️MarS - A Financial Market Simulation Engine Powered by Generative Foundation Model - Financial market simulation using generative AI. (4 Sep 2024)
- MatterGen - ✍️Generative model for inorganic materials design. (13 May 2024)
- Microsoft AI Diagnostic Orchestrator (MAI-DxO) - ✍️Multi-Agent System. Accurately diagnoses up to 85% of NEJM case proceedings, which is over four times the rate achieved by a group of experienced physicians.
- Microsoft Office Copilot: Natural Language Commanding via Program Synthesis - ✍️Semantic Interpreter, a natural language-friendly AI system for productivity software such as Microsoft Office that leverages large language models (LLMs) to execute user intent across application features. (6 Jun 2023)
- NL2KQL - ✍️From Natural Language to Kusto Query. (3 Apr 2024)
- Optimizing Model Selection for Compound AI Systems - ✍️A framework that automatically optimizes model selection for compound AI systems. (20 Feb 2025)
- 🏛️PIKE-RAG - ✨Specialized Knowledge & Rationale Augmentation Generation. (20 Jan 2025)
- PromptWizard - ✍️The prompt optimization through feedback-driven self-evolving prompts. (17 Dec 2024)
- R&D-Agent-Quant - ✍️R&D-Agent for Quantitative Finance, in short RD-Agent(Q), the first data-centric multi-agent framework designed to automate the full-stack research and development of quantitative strategies via coordinated factor-model co-optimization. (21 May 2025)
- SpreadsheetLLM - ✍️Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens. (12 Jul 2024)
- VeriTrail - ✍️Detecting hallucination and tracing provenance in multi-step AI workflows. (5 Aug 2025)
- VibeVoice - ✍️Open-Source Text-to-Speech. (26 Aug 2025)
- 🏛️AI Dev Gallery - ✨Windows application featuring interactive samples powered by local AI models. (Nov 2024)
- An open-source template gallery - ✍️An open-source template gallery to get started with Azure.
- 🏬ARGUS - ✨Hybrid approach with Azure Document Intelligence combined and GPT4-Vision to get better results without any pre-training. (Jun 2024)
- 🌐Azure AI CLI - ✨Interactive command-line tool for AI. (Jul 2023)
- 🏬Azure Cosmos DB + OpenAI ChatGPT - ✨Integration sample with Cosmos DB and chat interface. (Apr 2023)
- 🏬Azure OpenAI Embeddings QnA - ✨Embeddings-powered Q&A sample. (Apr 2023)
- Azure Video Indexer demo - ✍️Azure Video Indexer demo integrating OpenAI. (Apr 2023)
- 🏛️Call center AI - ✨Initiate phone calls from an AI agent via API or direct dialing. (Jan 2024)
- 🏬C# ChatGPT + Enterprise Data - ✨C# reference app using Azure AI Search and Azure OpenAI. (Apr 2023)
- 🏬Chat with Your Data Accelerator - ✨Accelerator for grounding chat on custom data sources. (Feb 2023)
- 🏬ChatGPT + Enterprise Data RAG (Retrieval-Augmented Generation) - ✨Enterprise RAG sample integrating Azure OpenAI and Azure AI Search. (Feb 2023)
- 🏬ChatGPT Plugin Quickstart using Python and FastAPI - ✨Sample plugin implementation using Python and FastAPI. (May 2023)
- 🏛️EdgeAI for Beginners - ✨Small Language Models (SLMs) optimized samples for On-device inference. (Jun 2025)
- eShopSupport - ✨A reference .NET application using AI for a customer support ticketing system. (Apr 2024)
- GPT-Azure-Search-Engine - ✨Integration of Azure Bot Service with LangChain. (Feb 2023)
- 🏬Miyagi - ✨Integration demo spanning multiple LangChain libraries. (Apr 2023)
- Prompt Buddy - ✨Share and upvote favorite AI prompts. (Mar 2024)
- 🌐Simple ChatGPT UI Application - ✨Scalable web UI pattern for Azure OpenAI chat. (Apr 2023)
- Smart Components - ✨Experimental, end-to-end AI features for .NET apps. (Mar 2024)
- 🏬VoiceRAG - ✨Voice-enabled RAG using Azure AI Search and GPT-4o Realtime. (Sep 2024)
- 🏛️Agentic Applications for Unified Data Foundation - ✨Agentic AI accelerator combining Microsoft Fabric, Azure AI Foundry agents, and Semantic Kernel. (Sep 2025)
- 🏬AI Hub Gateway Landing Zone - ✨Enterprise-ready solution accelerator for implementing a centralized AI API gateway. (May 2024)
- 🌐AI Solution Accelerators - ✨List of Azure AI Solution Accelerators for demonstration and simplified deployment. (Sep 2022)
- 🌐AI-in-a-Box - ✨AI-in-a-Box aims to provide an "Azure AI/ML Easy Button" for common scenarios. (Sep 2023)
- 🌐Azure Accelerator Repos - ✨Collection of official Azure accelerators.
- 🌐Azure Multimodal AI + LLM Processing Accelerator - ✨Build multimodal data processing pipelines with Azure AI Services + LLMs. (Aug 2024)
- 👥Azure-Cognitive-Search-Azure-OpenAI-Accelerator - ✨Proof of Concept (POC) for a Generative AI Multi-Agent Architecture using Azure Services. (May 2023)
- 🌐Azure Landing Zones Accelerator - ✨Collection of Azure Landing Zones Accelerator.
- 🏬Azure-Samples Accelerators - ✨Community driven sample accelerators.
- 🏬Azure-samples: Accelerator Collection - ✨Accelerator Collection sorted by stars count.
- 🏛️Build Your Own Copilot Solution Accelerator - ✨Solution Accelerator to show how to build your own copilot. (Mar 2024)
- 🏛️Chat with your data - Solution accelerator - ✨Azure-based RAG accelerator using Azure AI Search and Azure OpenAI. (Oct 2025)
- 🏛️Conversation Knowledge Mining Solution Accelerator - ✨Generative AI solution for extracting insights from conversational data using Azure AI and Azure OpenAI. (Jun 2020)
- 👥Conversational Azure OpenAI Accelerator - ✨Conversational AI solution accelerator using Azure OpenAI. (Feb 2022)
- 🏛️Document generation solution accelerator - ✨AI assistant for document generation. (Jun 2024)
- 🏛️Generic accelerator for Build your own copilot - ✨Build your own copilot solution accelerator. (Jun 2024)
- 🏬Healthcare Agent Orchestrator - ✨A multi-agent accelerator that coordinates modular specialized agents to assist multi-disciplinary healthcare workflows. (May 2025)
- 👥MSUS Azure Accelerators - ✨Partner accelerator implementations.
- 🏛️Multi Agent Custom Automation Engine Solution Accelerator - ✨AI-driven multi-agent automation reference solution built on Microsoft Agent Framework, Azure Foundry, and Azure Cosmos DB. (Dec 2024)
- 🏛️Unified data foundation with Fabric solution accelerator - ✨Unified Data Foundation accelerator using Microsoft Fabric with Databricks and Purview integration options. (Aug 2025)
- 🏛️Agent-Framework-Samples - ✨Sample projects demonstrating Microsoft Agent Framework usage. (Sep 2025)
- AI Samples for .NET - ✨Official .NET AI samples (evaluation, integration). (Feb 2024)
- 🏬AI-in-a-Box - Generative AI Bot Quickstart - ✨A template deploys a Generative AI Virtual Assistant using Azure OpenAI and Bot Framework. (Aug 2024)
- 🏛️AI-in-One-Dashboard - ✨Power BI template for comprehensive AI usage analytics. (Oct 2025)
- 🌐Azure OpenAI Using PTUs/TPMs With API Management - Scaling Azure OpenAI using APIM. (Sep 2023)
- 🏬Azure AI Foundry Baseline - ✨Baseline setup for Azure AI Foundry projects (Jan 2024)
- 🏬Azure Container Apps dynamic sessions samples - ✨On-demand, short-lived container sessions using Azure Container Apps Dynamic Sessions. (May 2024)
- 🌐Azure Functions OpenAI Extension - ✨OpenAI bindings for Azure Functions (C#). (Nov 2023)
- 🌐Azure LLM Fine-tuning - ✨SLM/LLM Fine-tuning on Azure. (May 2024)
- 🌐Azure Machine Learning examples - ✨Official community-driven Azure Machine Learning examples. (Aug 2020)
- 🏬Azure OpenAI cookbook - ✨The repository for all Azure OpenAI Samples complementing the OpenAI cookbook. (Apr 2023)
- 🏛️Azure OpenAI Design Patterns - ✨A set of design patterns using the Azure OpenAI service. (May 2023)
- Azure OpenAI Network Latency Test Script - ✨Azure OpenAI Network Latency Test Script using Python. (Jun 2023)
- 🏬Azure OpenAI RAFT - ✨RAFT Fine-Tuning for RAG Using Azure OpenAI. (Sep 2024)
- 🏬Azure OpenAI RAG workshop - ✨RAG using LangChain.js and OpenAI. Hosted on Azure Static Web Apps and Azure Container Apps, with Azure AI Search as the vector database. (8 Nov 2023)
- 🏬Azure OpenAI with AKS by Terraform (simple version) - ✨Azure OpenAI with AKS by Terraform (simple version). (May 2023)
- 🏛️Azure OpenAI workshop - ✨Workshop materials to build intelligent solutions on Open AI. (Feb 2023)
- 🏬Azure SQL DB + AOAI - ✨AI applications built on data from an Azure SQL Database. (Oct 2023)
- 🏬Azure-Samples - ✨Azure-Samples GitHub organization site.
- 🏛️Build AI Solutions with Azure AI Foundry - ✨Sample code and materials for building generative-AI solutions with Azure AI Foundry / Azure AI Studio, including prompt-engineering examples and workflows. (Jul 2024)
- 🌐Build Your Own Copilot - ✨RAG demo using Cosmos DB, AKS, Semantic Kernel. (Dec 2023)
- 🏬Create an Azure OpenAI, LangChain, ChromaDB, and Chainlit ChatGPT-like application in Azure Container Apps using Terraform - ✨ChatGPT-like application in Azure Container Apps using Terraform. (Jul 2023)
- 🏬Design and Evaluation of RAG Solutions - ✨Resources for designing and evaluating RAG solutions. (Sep 2024)
- 🏬Document Intelligence-in-a-Box - ✨Uses Azure AI Document Intelligence to extract data from PDF forms and store results in Azure Cosmos DB — part of the "AI-in-a-Box" accelerator. (Jun 2024)
- 🏬Document Processing with Azure AI Samples - ✨Document Intelligence plus generative enrichment examples. (Oct 2024)
- 🏛️Domain-Specific Languages Copilot - ✨Domain-Specific Languages specialized Copilot demo & Fine Tuning Pipeline. (Mar 2024)
- 🏬Enterprise Logging - ✨Comprehensive logging of Azure OpenAI model execution. (Feb 2023)
- 🌐Enterprise RAG Avatar - ✨GPT-RAG Avatar integrates Generative AI responses, real-time streaming into a dynamic avatar interface. (Feb 2025)
- 🏬Evaluating a RAG Chat App - ✨Tools for evaluation of RAG Chat Apps using Azure AI Evaluate SDK. (Nov 2023)
- 🏛️Fabric notebooks for analyzing chat history stored in CosmosDB - ✨Fabric notebooks for analyzing chat history. (Sep 2024)
- 🌐Generate Synthetic QnAs from Real-world Data - ✨Demonstrating how to create/augment a QnA dataset from complex unstructured data.
- 🌐GPT RAG Ingestion - ✨GPT-based RAG ingestion utilities. (Sep 2024)
- 🌐GPT-RAG - ✨Enterprise RAG solution accelerator. (Jun 2023)
- 🏬Legal Research Copilot Example - ✨GraphRAG on Azure Database for PostgreSQL. Use U.S. Case Law dataset of 0.5 million legal cases. (17 Sep 2024)
- 🏛️Microsoft AI Tour - ✨A session and workshop how to best leverage AI. (Aug 2024)
- 🏛️Microsoft Copilot Studio Samples - ✨Samples and artifacts for Microsoft Copilot Studio. (Oct 2019)
- Microsoft.Extensions.AI - ✍️Unified C# abstractions for models, embeddings, and middleware. (8 Oct 2024)
- 🏛️Model Context Protocol Curriculum for Beginners - ✨Introductory MCP course. (Apr 2025)
- 🏬OpenAI Chat Application with Microsoft Entra Authentication - ✨Authenticated chat starter with Microsoft Entra ID. (May 2024)
- 🏛️RAG for Azure Data - ✨Retrieval Augmented Generation (RAG) for Azure Data. (Jun 2023)
- 🏛️Semantic Kernel Cookbook - ✨Semantic Kernel Cookbook for beginners. (Jan 2024)
- 🌐Setting up Azure OpenAI with Azure API Management - ✨Azure AI to your application developers in a secure & manageable way with Azure API Management. (Jan 2024)
- 🏬Smart Load Balancing for Azure OpenAI - ✨Intelligent routing across multiple Azure OpenAI deployments. (Jan 2024)
- 🏬Vector similarity search with Azure SQL & Azure OpenAI - ✨Samples on how to use Azure SQL database with Azure OpenAI. (May 2023)
- AI Agent-Driven Auto Insurance Claims RAG Pipeline - ✍️Agent-driven claims processing reference. (09 Sep 2024)
- AI decision tree - ✍️Selecting the most suitable tools and platforms for your generative and nongenerative AI use cases.
- AI Feed - ✍️Azure AI news, events, and discussions.
- AI gateway capabilities in Azure API Management - ✍️Semantic Caching. Azure AI Content Safety. LLM policies (llm-token-limit, llm-emit-metric, llm-content-safety). (01 May 2025)
- An Introduction to LLMOps - ✍️Operationalizing and Managing Large Language Models using Azure ML. (27 Aug 2023)
- Authentication and Authorization in Generative AI applications with Entra ID and Azure AI Search - ✍️Authentication in AI applications with Entra ID and Azure AI Search. (09 Jan 2024)
- Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
- Azure AI Services Landing Zone - ✨Azure AI Landing Zone with Terraform. (24 Jul 2023)
- Azure Command Companion - ✍️Azure CLI Command Generation to translate natural language into the appropriate Azure CLI commands. (10 Dec 2023)
- Azure OpenAI and Call Center Modernization - ✍️Azure OpenAI and Call use case to improve its customer service and reduce the cost and time of handling customer calls. (11 Apr 2024)
- Azure OpenAI Best Practices Insights from Customer Journeys - ✍️Best Practices for Azure OpenAI Resources. (12 Jun 2024)
- Azure OpenAI chat baseline architecture - ✍️Designing your production enterprise chat applications.
- Azure OpenAI Landing Zone reference architecture - ✍️A reference architecture that integrates a variety of services to create a seamless infrastructure for running OpenAI workloads. (24 Jul 2023)
- Baseline Agentic AI Systems Architecture - ✍️Agentic AI Systems Architecture to build multiple conversable agents system. (20 Aug 2024)
- Baseline OpenAI end-to-end chat reference architecture - ✍️Azure AI Foundry chat reference architecture.
- Build language model pipelines with memory - ✍️Baseline Azure AI Foundry chat reference architecture.
- Build Long-Running AI Agents on Azure App Service with Microsoft Agent Framework - ✍️Multi-Agent Workflow Travel Planner With WebJob.
- 🏛️CAIRA - ✨Composable AI Reference Architectures (CAIRA). (Jul 2025)
- Chat with your Azure DevOps data - ✍️The solution leverages Azure DevOps CLI to periodically export ADO Work Items as JSON and store them in Azure Blob storage. (10 Jan 2024)
- Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback - ✍️Improving Large Language Models with External Knowledge and Automated Feedback. (07 Mar 2023)
- Copilot Custom Agents for .NET Developers: C# Expert & WinForms Expert - ✍️First two experimental custom agents for .NET developers: C# Expert and WinForms Expert.
- Designing and developing a RAG solution - ✍️Designing a RAG application flow, RAG data pipeline flow.
- Grounding LLMs - ✍️Use-cases for Grounding & Retrieval-Augmented Generation (RAG). (09 Jun 2023)
- How real-world businesses are transforming with AI - ✍️Collected over 200 examples of how organizations are leveraging Microsoft AI capabilities. (12 Nov 2024)
- How to develop AI Apps and Agents in Azure – A Visual Guide - ✍️A Visual map to help you decide which Azure AI service is best for your use case. (4 Dec 2024)
- Industry Cloud Reference Architectures - ✨Holistic architecture design and reference implementation for industry cloud. (Sep 2021)
- Integrate private access to your Azure Open AI Chatbot - ✍️Private access solutions to your Azure Open AI Chatbot. (30 Nov 2023)
- Microsoft AI / Responsible AI - ✍️Responsible AI resources from Microsoft.
- 🏛️Microsoft-AI-Decision-Framework - ✨Decision framework for selecting Microsoft AI technologies across Copilot and Azure AI. (Nov 2025)
- NL to SQL Architecture Alternative - ✍️LLM to dynamically generate SQL queries, execute those SQL queries. (14 May 2024)
- Optimize Azure OpenAI Applications with Semantic Caching - ✍️Semantic cache pattern for latency and cost reduction. (09 Apr 2024)
- Partner Resources: AI & ML Academy - ✍️Comprehensive learning resources for partners and developers.
- Responsible AI Transparency Report - ✍️Responsible AI Transparency Report about key investments in responsible AI tools, policies, and practices.
- Retrieval Augmented Fine Tuning - ✍️RAFT: Combining the best parts of RAG and fine-tuning (SFT). (25 Sep 2024)
- Revolutionize your Enterprise Data with ChatGPT - ✍️One of well-known RAG application sample utilizing Azure. (09 Mar 2023)
- Safeguard and trustworthy generative AI applications - ✍️Announcing new tools in Azure AI to help you build more secure and trustworthy generative AI applications. (28 Mar 2024)
- Securing Azure AI Applications - ✍️The emerging threats and how to defend your Azure AI stack. (26 Nov 2025)
- Security Best Practices for GenAI Applications (OpenAI) in Azure - ✍️The best practices of security for GenAI applications in Azure. (16 Jan 2024)
- Sovereign controls in data processing for Microsoft 365 Copilot - ✍️Microsoft 365 Data Residency and Processing commitments map.
- Using Keyless Authentication with Azure OpenAI - ✍️Entra ID token-based access to Azure OpenAI. (12 Apr 2024)
- Vector search technology choices (Azure Architecture Guide) - ✍️Decision guide for vector search technology choices.
- Emoji meanings in the list: GitHub organizations: 🌐 Azure | 🏬 Azure-samples | 🏛️ Microsoft | 👥 Azure Accelerators | ✍️ Blog post / Documentation / Paper | ✨ GitHub repository