awesome-azure-openai-copilot

🔷A curated list of awesome Azure OpenAI🌀and Copilot✈️
https://github.com/kimtth/awesome-azure-openai-copilot

Last synced: 3 days ago
JSON representation

Azure OpenAI Overview
- Abuse Monitoring - Data handling and retention policy for abuse detection in Azure OpenAI.
- OpenAI Models - ✍️Catalog of foundation and reasoning models available from OpenAI.
- Abuse Monitoring - ✍️Data handling and retention policy for abuse detection in Azure OpenAI.
LLM Frameworks
- Kernel Memory - ✨Service and plugins for scalable ingestion, hybrid embedding, and memory pipelines.
- Azure ML Prompt Flow - ✍️Visual designer for prompt orchestration and evaluation supporting Jinja templates.
- Artificial Intelligence Controller Interface (AICI) - ✨Secure sandboxed controllers for structured real-time LLM output control.
- Semantic Kernel - ✨SDK for orchestrating AI services, functions, memory, and planners across languages.
- Microsoft Agent Framework - ✨Unified SDK (Semantic Kernel & AutoGen), Graph-based Workflows, DevUI, Built-in connectors, MCP + A2A + OpenAPI
Prompt Tooling
- Prompt Engine - ✨Utilities for systematic prompt authoring and experimentation (Python variant available).
- GenAIScript - ✨JavaScript framework to orchestrate LLM calls, tools, and data in unified scripts.
- LLMLingua - ✨Prompt and KV-cache compression achieving substantial token reduction with minimal quality loss.
- LMOps - ✨Toolkit for optimizing and evaluating prompt quality across multimodal scenarios.
- PromptBench - ✨Unified framework for large language model prompt evaluation.
- Prompty - ✨Template language for prompt definition, execution metadata, and evaluation integration.
- SAMMO - ✨Framework for automated prompt optimization through search and evaluation loops.
- TypeChat - ✨Schema-driven natural language interfaces using strongly typed APIs.
- guidance - ✨DSL for structured prompting and controlled generation with chain-of-thought patterns.
Agent Frameworks
- TinyTroupe - ✨Multi-agent persona simulation for scenario exploration and insight generation.
- Vanilla AI Agents - ✨Minimal agent patterns without heavy framework abstractions.
- TaskWeaver - ✨Code-first natural language to executable workflow translation with rich data planning.
- 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).
- ExACT - ✨Adaptive retrieval and planning using interaction memory and Monte Carlo Tree Search.
- JARVIS - ✨Bridge connecting LLMs with specialized AI models for composite task execution.
- Magentic-One - ✍️Generalist multi-agent system for complex multi-step automation.
- OmniParser - ✨Vision-based GUI parsing for screen-grounded agent control.
- qlib - ✨Quantitative finance platform integrating supervised, temporal, and reinforcement modeling.
- RD-Agent - ✨Open-source R&D automation for structured experimentation workflows.
- Semantic Workbench - ✨Development environment for intelligent multi-agent scenario design and debugging.
- UFO - ✨UI-centric Windows interaction agent for system-level task automation.
- Windows Agent Arena - ✨Benchmarking and evaluation platform for multimodal Windows desktop agents.
Deep Learning
- UniLM (Foundation Models) - ✨Collection of large-scale pretrained architectures for multimodal and language tasks.
- BitNet - ✨Inference framework for ultra-low precision (1-bit) large language models.
- DeepSpeed - ✨Distributed training and inference optimization library featuring ZeRO optimizations.
- FLAML - ✨Lightweight automation for model selection, tuning, and economical experimentation.
Data Processing
- Microsoft Fabric - ✍️Unified platform combining data integration, engineering, warehousing, and BI.
- markitdown - ✨Conversion utility for office and structured documents to Markdown.
- NLWeb - ✨Conversational interfaces for web data with MCP, Schema.org, and RSS support.
- Presidio - ✨Context-aware, pluggable PII detection and de-identification for text and images.
Risk & LLMOps
- AI Central - ✨Control plane for authenticated, resilient access to multiple OpenAI endpoints.
- PyRIT - ✨Risk identification toolkit targeting robustness, safety, and adversarial prompt detection.
- Azure AI Evaluation SDK - Evaluation tooling for generative AI quality and safety metrics.
- Azure AI Evaluation SDK - ✍️Evaluation tooling for generative AI quality and safety metrics.
Microsoft Copilot Products
- Copilot Scenario Library - ✍️Examples of Copilot business use cases.
- Copilot+ PC - ✍️Windows PCs with integrated NPUs for AI workloads.
- Clarity Copilot - ✍️Analytics insights assistant for session telemetry.
- Copilot in Windows - ✍️System-level AI integration in Windows.
- Fabric Copilot - ✍️Copilot features for Fabric.
- GitHub Copilot - ✍️AI pair programming for code completion and chat.
- Microsoft 365 Copilot - ✍️Cross-suite productivity AI assistance.
- Microsoft Copilot for Azure - ✍️AI-assisted cloud operations for management and optimization.
- Security Copilot - ✍️Security operations copiloting for defenders.
- Copilot Pages - ✍️Persistent collaborative canvas in Copilot chat.
- Copilot Pro - ✍️Premium Copilot features, model priority, and M365 integration.
- Copilot Vision - ✍️Edge experience for browsing with on-page visual grounding.
- Copilot in Azure Quantum - ✍️Quantum workload guidance with Copilot integration.
- Dynamics 365 Copilot - ✍️Embedded generative assistance across Dynamics workloads.
- Microsoft 365 Copilot Chat - ✍️Chat experience (free tier) and pay-as-you-go agents.
- Microsoft Copilot - ✍️Web-based AI assistant (formerly Bing Chat Enterprise).
- Nuance DAX Copilot - ✍️Clinical documentation automation.
- Power Apps AI Copilot - Copilot feature in ✍️Power Apps AI.
- Power Automate Copilot - Copilot feature in ✍️Power Automate cloud flows.
- PowerBI Copilot - ✍️Copilot features in Power BI.
- Process Mining ingestion - ✍️Copilot feature for process mining ingestion in Power Automate.
- Team Copilot - ✍️Meeting, collaboration, and project facilitation.
- Viva Copilot - ✍️Employee experience and engagement assistance.
- Windows AI Foundry - ✍️Platform for local and hybrid AI app development (evolved from Windows Copilot Runtime).
- Windows Copilot Runtime - ✍️The set of APIs powered by the 40+ on-device models.
Microsoft Copilot
- Copilot Products
  - Copilot in Windows - System-level AI integration in Windows.
  - Fabric Copilot - Copilot features for Fabric.
- Copilot Development
  - Azure AI Foundry - Portal and SDK for building generative AI solutions.
  - Azure AI Agent Service - Managed agent service in Azure AI Foundry.
- Agents
  - SharePoint Agent - Turn SharePoint sites and documents into interactive agents.
Agent Development
- Microsoft Entra Agent ID - ✍️Central registration and governance for organizational AI agents.
- AI Agents for Beginners - A Course - ✨Ten-lesson introduction to building AI agents for Beginners.
- 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.
- Combine Copilot Agents with Office Add-ins - ✍️Enhance Copilot with Office add-in actions for natural language interaction with Office documents.
- 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.
- Microsoft Discovery - ✍️Graph-based scientific co-reasoning. Specialized discovery agents for conducting research.
- SharePoint Agent - ✍️Turn SharePoint sites and documents into interactive agents.
Azure AI Search
- Copilot Development
  - Azure AI Search Blog - Official Blog.
  - Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - Vector search with hybrid retrieval and reranking.
- - RAG-Knowledge - ✨Sample code for Data Preprocessing, Chunking, Index Design, Query Optimization.
  - Azure AI Search Blog - ✍️News, best practices, and updates for Azure AI Search.
  - Integrated vectorization - ✍️Automatically splits documents into chunks, creates embeddings with Azure OpenAI, maps them to an Azure AI Search index, and automates query vectorization.
  - Agentic retrieval in Azure AI Search - ✍️An automated query engine that creates and runs its own retrieval plan for relevant results to complex questions.
  - Azure AI Search Documentation - ✍️Official product documentation and tutorials for Azure AI Search.
  - Azure AI Search Multimodal Sample - ✨Demonstrates multimodal ingestion and retrieval patterns.
  - Azure AI Search Power Skills - ✨Custom skills for Azure AI Search.
  - Azure AI Search Python Playground - ✨A collection of Jupyter notebooks designed to explore the various capabilities of Azure AI Search.
  - Azure AI Search Samples - ✨Official sample code for Azure AI Search.
  - Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - ✍️Vector search with hybrid retrieval and reranking.
  - Document-level access control - ✍️Document-level access helps restrict content visibility to authorized users, based on predefined access rules.
  - Python samples for Azure AI Search - ✨Python samples used in Azure AI Search Documentation.
  - Relevance scoring in hybrid search - ✍️Hybrid search with Reciprocal Rank Fusion (RRF).
  - REST examples for Azure AI Search - ✨REST sample requests for search features.
  - Vector Search Sample Code - ✨Sample code demonstrating Azure AI Search vector capabilities.
  - Azure AI Search Demos using Jupyter Notebook - ✨Jupyter notebooks that demonstrate vector search, hybrid search, image search, RAG, and evaluation.
  - Azure AI Search OpenAI Purview Data Security Demo - ✨Demo integrating Azure Search, OpenAI, and Purview data security.
Azure AI Services
- Copilot Development
  - Assistants API - Code Interpreter, Function calling, Knowledge retrieval tool, and Threads.
  - Azure AI Content Understanding - Azure AI Content Understanding: Transforming Multimodal Data into Insights.
  - Azure AI Foundry Agent Service - Azure AI Foundry Agent Service.
  - Azure AI Foundry Fine Tuning - Azure AI Foundry Fine Tuning.
  - Azure AI Foundry SDK - Unified SDK with pre-built app templates.
  - Introducing Deep Research in Azure AI Foundry Agent Service - Deep Research capabilities in Azure AI Foundry Agent Service.
  - Weights & Biases with Azure - Weights & Biases with Azure.
- - Azure AI Foundry SDK - ✍️Unified SDK with pre-built app templates.
  - Introducing Deep Research in Azure AI Foundry Agent Service - ✍️Deep Research capabilities in Azure AI Foundry Agent Service.
  - Artificial Intelligence Architecture Design - ✍️Overview of Azure AI services and solution patterns.
  - Assistants API - ✍️Code Interpreter, Function calling, Knowledge retrieval tool, and Threads.
  - Azure AI Content Understanding - ✍️Transforming Multimodal Data into Insights.
  - Azure AI Foundry - ✍️Azure AI Foundry portal (formerly Azure AI Studio).
  - Azure AI Foundry Agent Service - ✍️Azure AI Foundry Agent Service to create enterprise-grade, multi-agent systems.
  - Responses API - ✍️Chat Completions API with the advanced tool-calling capabilities.
  - Azure AI Foundry Fine Tuning - ✍️Reinforcement Fine-Tuning (RFT) with o4-mini.
  - Weights & Biases with Azure - Fine-Tuning with ✍️Weights & Biases and Azure OpenAI.
Microsoft Research
- Copilot Development
  - AutoGen Studio - A No-Code Developer Tool for Building and Debugging Multi-Agent Systems.
  - Azure AI Foundry Labs - Research driven tools and experimental projects.
  - Data Formulator - AI-powered Concept-driven Visualization Authoring.
  - Data Formulator 2 - Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way.
  - GraphRAG (by Microsoft) - RAG with a graph-based approach to efficiently answer both specific and broad questions over large text corpora1.
  - Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - K-LaMP. Contextual memory layer for LLM application.
  - 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.
  - NL2KQL - From Natural Language to Kusto Query.
  - Optimizing Model Selection for Compound AI Systems - A framework that automatically optimizes model selection for compound AI systems.
  - 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.
  - SpreadsheetLLM - Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens.
  - Azure AI Foundry Labs - Research driven tools and experimental projects.
- - 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.
  - AutoGen Studio - ✍️A No-Code Developer Tool for Building and Debugging Multi-Agent Systems.
  - Data Formulator - ✍️AI-powered Concept-driven Visualization Authoring.
  - NL2KQL - ✍️From Natural Language to Kusto Query.
  - Azure AI Foundry Labs - ✍️Research driven tools and experimental projects.
  - VibeVoice - ✍️Open-Source Text-to-Speech.
  - Data Science Toolkit - ✍️Open-source collection of proven ML and AI implementation accelerators.
  - GraphRAG (by Microsoft) - ✍️RAG with a graph-based approach to efficiently answer both specific and broad questions over large text.
  - Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - ✍️K-LaMP. Contextual memory layer for LLM application.
  - MatterGen - ✍️Generative model for inorganic materials design.
  - 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.
  - Optimizing Model Selection for Compound AI Systems - ✍️A framework that automatically optimizes model selection for compound AI systems.
  - PromptWizard - ✍️The prompt optimization through feedback-driven self-evolving prompts.
  - 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.
  - SpreadsheetLLM - ✍️Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens.
  - Data Formulator 2 - ✍️Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way.
  - 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.
  - VibeVoice - ✍️Open-Source Text-to-Speech.
Azure OpenAI Application
- Azure AI CLI - ✨Interactive command-line tool for AI.
- ChatGPT Plugin Quickstart using Python and FastAPI - ✨Sample plugin implementation using Python and FastAPI.
- GPT-Azure-Search-Engine - ✨Integration of Azure Bot Service with LangChain.
- AI Dev Gallery - ✨Windows application featuring interactive samples powered by local AI models.
- 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.
- Azure Cosmos DB + OpenAI ChatGPT - ✨Integration sample with Cosmos DB and chat interface.
- Azure OpenAI Embeddings QnA - ✨Embeddings-powered Q&A sample.
- C# ChatGPT + Enterprise Data - ✨C# reference app using Azure AI Search and Azure OpenAI.
- Chat with Your Data Accelerator - ✨Accelerator for grounding chat on custom data sources.
- ChatGPT + Enterprise Data RAG (Retrieval-Augmented Generation) - ✨Enterprise RAG sample integrating Azure OpenAI and Azure AI Search.
- eShopSupport - ✨A reference .NET application using AI for a customer support ticketing system.
- Miyagi - ✨Integration demo spanning multiple LangChain libraries.
- Prompt Buddy - ✨Share and upvote favorite AI prompts.
- Simple ChatGPT UI Application - ✨Scalable web UI pattern for Azure OpenAI chat.
- Smart Components - ✨Experimental, end-to-end AI features for .NET apps.
- VoiceRAG - ✨Voice-enabled RAG using Azure AI Search and GPT-4o Realtime.
- Azure Video Indexer demo - ✍️Azure Video Indexer demo integrating OpenAI.
Azure OpenAI Accelerator & Samples
- Azure-llm-fine-tuning - ✨SLM/LLM Fine-tuning on Azure.
- AI Samples for .NET - ✨Official .NET AI samples (evaluation, integration).
- Azure SQL DB + AOAI - ✨AI applications built on data from an Azure SQL Database.
- Azure-Samples Accelerators - ✨Community driven sample accelerators.
- Azure OpenAI samples - Azure OpenAI Samples is a collection of code samples illustrating how to use Azure Open AI.
- Azure-Samples - ✨Azure-Samples GitHub organization site.
- Azure OpenAI with AKS by Terraform (simple version) - ✨Azure OpenAI with AKS by Terraform (simple version).
- 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.
- Azure OpenAI workshop - ✨Workshop materials to build intelligent solutions on Open AI.
- Fabric notebooks for analyzing chat history stored in CosmosDB - ✨Fabric notebooks for analyzing chat history.
- Microsoft AI Tour - ✨A session and workshop how to best leverage AI.
- Model Context Protocol Curriculum for Beginners - ✨Introductory MCP course.
- OpenAI Chat Application with Microsoft Entra Authentication - ✨Authenticated chat starter with Microsoft Entra ID.
- RAG for Azure Data - ✨Retrieval Augmented Generation (RAG) for Azure Data.
- AI-in-a-Box - ✨AI-in-a-Box aims to provide an "Azure AI/ML Easy Button" for common scenarios.
- Azure Accelerator Repos - ✨Collection of official Azure accelerators.
- Azure-Cognitive-Search-Azure-OpenAI-Accelerator - ✨Proof of Concept (POC) for a Generative AI Multi-Agent Architecture using Azure Services.
- Azure Functions OpenAI Extension - ✨OpenAI bindings for Azure Functions (C#).
- Azure Multimodal AI + LLM Processing Accelerator - ✨Build multimodal data processing pipelines with Azure AI Services + LLMs.
- Azure OpenAI cookbook - ✨The repository for all Azure OpenAI Samples complementing the OpenAI cookbook.
- Azure OpenAI Network Latency Test Script - ✨Azure OpenAI Network Latency Test Script using Python.
- Azure-samples: Accelerator Collection - ✨Accelerator Collection sorted by stars count.
- Conversational-Azure-OpenAI-Accelerator - ✨Conversational AI solution accelerator using Azure OpenAI.
- Document Processing with Azure AI Samples - ✨Document Intelligence plus generative enrichment examples.
- Enterprise Logging - ✨Comprehensive logging of Azure OpenAI model execution.
- Evaluating a RAG Chat App - ✨Tools for evaluation of RAG Chat Apps using Azure AI Evaluate SDK.
- GPT-RAG - ✨Enterprise RAG solution accelerator.
- Microsoft Copilot Studio Samples - ✨Samples and artifacts for Microsoft Copilot Studio.
- Microsoft.Extensions.AI - ✍️Unified C# abstractions for models, embeddings, and middleware.
- MSUS Azure Accelerators - ✨Partner accelerator implementations.
- Setting up Azure OpenAI with Azure API Management - ✨Azure AI to your application developers in a secure & manageable way with Azure API Management.
- Smart Load Balancing for Azure OpenAI - ✨Intelligent routing across multiple Azure OpenAI deployments.
- Azure OpenAI Design Patterns - ✨A set of design patterns using the Azure OpenAI service.
- 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.
- Generic accelerator for Build your own copilot - ✨Build your own copilot solution accelerator.
- AI-in-a-Box - Generative AI Bot Quickstart - ✨A template deploys a Generative AI Virtual Assistant using Azure OpenAI and Bot Framework.
- Azure AI Foundry Baseline - ✨Baseline setup for Azure AI Foundry projects
- Azure OpenAI RAFT - ✨RAFT Fine-Tuning for RAG Using Azure OpenAI.
- Build Your Own Copilot Solution Accelerator - ✨Solution Accelerator to show how to build your own copilot.
- Design and Evaluation of RAG Solutions - ✨Resources for designing and evaluating RAG solutions.
- Document generation solution accelerator - ✨AI assistant for document generation.
- Enterprise RAG Avatar - ✨GPT-RAG Avatar integrates Generative AI responses, real-time streaming into a dynamic avatar interface.
- GPT RAG Ingestion - ✨GPT-based RAG ingestion utilities.
- Semantic Kernel Cookbook - ✨Semantic Kernel Cookbook for beginners.
- Vector similarity search with Azure SQL & Azure OpenAI - ✨Samples on how to use Azure SQL database with Azure OpenAI.
Use Case & Architecture References
- Copilot Development
  - AI Feed - Azure AI news, events, and discussions.
  - An Introduction to LLMOps - Operationalizing and Managing Large Language Models using Azure ML.
  - Azure OpenAI chat baseline architecture - Designing your production enterprise chat applications.
  - Azure OpenAI Best Practices Insights from Customer Journeys - LLMLingua, Skeleton Of Thought.
  - Build language model pipelines with memory - Build language model pipelines with memory.
  - Grounding LLMs - Retrieval-Augmented Generation (RAG).
  - Retrieval Augmented Fine Tuning - RAFT: Combining the best parts of RAG and fine-tuning (SFT).
  - Revolutionize your Enterprise Data with ChatGPT - Revolutionize your Enterprise Data with ChatGPT.
  - AI Platform Blog - AI Platform Blog.
- - 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.
  - How real-world businesses are transforming with AI - ✍️Collected over 200 examples of how organizations are leveraging Microsoft AI capabilities.
  - Responsible AI Transparency Report - Responsible AI Transparency Report.
  - Safeguard and trustworthy generative AI applications - ✍️Announcing new tools in Azure AI to help you build more secure and trustworthy generative AI applications.
  - Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
  - Optimize Azure OpenAI Applications with Semantic Caching - ✍️Semantic cache pattern for latency and cost reduction.
  - Using Keyless Authentication with Azure OpenAI - ✍️Entra ID token-based access to Azure OpenAI.
  - AI Feed - ✍️Azure AI news, events, and discussions.
  - Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
  - Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
  - Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
  - Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
  - Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
  - Azure OpenAI chat baseline architecture - ✍️Designing your production enterprise chat applications.
  - Baseline OpenAI end-to-end chat reference architecture - ✍️Azure AI Foundry chat reference architecture.
  - Build language model pipelines with memory - ✍️Build language model pipelines with memory.
  - 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.
  - Microsoft AI / Responsible AI - ✍️Responsible AI resources from Microsoft.
  - AI Agent-Driven Auto Insurance Claims RAG Pipeline - ✍️Agent-driven claims processing reference.
  - AI decision tree - ✍️Selecting the most suitable tools and platforms for your generative and nongenerative AI use cases.
  - AI gateway capabilities in Azure API Management - ✍️Semantic Caching. Azure AI Content Safety. LLM policies (llm-token-limit, llm-emit-metric, llm-content-safety).
  - An Introduction to LLMOps - ✍️Operationalizing and Managing Large Language Models using Azure ML.
  - Azure AI Services Landing Zone - ✨Azure AI Landing Zone with Terraform.
  - Azure Command Companion - ✍️Azure CLI Command Generation to translate natural language into the appropriate Azure CLI commands.
  - 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.
  - Azure OpenAI Landing Zone reference architecture - ✍️Azure AI Services OpenAI Landing Zone is a reference architecture that integrates a variety of services to create a seamless infrastructure for running OpenAI workloads.
  - Baseline Agentic AI Systems Architecture - ✍️Baseline Agentic AI Systems Architecture to build multiple conversable agents system.
  - 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.
  - Designing and developing a RAG solution - ✍️Designing and developing a RAG application flow, RAG data pipeline flow.
  - Integrate private access to your Azure Open AI Chatbot - ✍️Integrate private access to your Azure Open AI Chatbot.
  - NL to SQL Architecture Alternative - ✍️LLM to dynamically generate SQL queries, execute those SQL queries.
  - Partner Resources: AI & ML Academy - ✍️Comprehensive learning resources for partners and developers.
  - Retrieval Augmented Fine Tuning - ✍️RAFT: Combining the best parts of RAG and fine-tuning (SFT).
  - Revolutionize your Enterprise Data with ChatGPT - ✍️Revolutionize your Enterprise Data with ChatGPT.
  - Security Best Practices for GenAI Applications (OpenAI) in Azure - ✍️The best practices of security for GenAI applications in Azure.
  - Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
  - Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
  - Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
  - Authentication and Authorization in Generative AI applications with Entra ID and Azure AI Search - ✍️Authentication and Authorization in Generative AI applications with Entra ID and Azure AI Search.
  - Azure OpenAI Best Practices Insights from Customer Journeys - ✍️Best Practices for Azure OpenAI Resources.
  - Grounding LLMs - ✍️Use-cases for Grounding & Retrieval-Augmented Generation (RAG).
Copilot Development
- Azure AI Foundry - ✍️Portal and SDK for building generative AI solutions.
- Azure AI Agent Service - ✍️Managed agent service in Azure AI Foundry.
- Community contributed samples for the Microsoft 365 Copilot - ✨Samples for extending Microsoft 365 Copilot features.
- Copilot Studio March 2025 Update - ✍️Added autonomous agents, deep reasoning, and MCP integration.
- Copilot System Overview (video) - Copilot Architecture explanation video.
- Copilot Tuning - ✍️Low-code model tuning and grounded agent creation.
- Microsoft Copilot Studio - ✍️Customization and orchestration environment (formerly Power Virtual Agents).
- Copilot Studio Monthly updates - Copilot Studio news and features for the last month.
Developer Tooling
- AI Toolkit for VS Code - ✨VS Code extension integrating local and cloud AI workflows.
- AIShell - ✨Interactive PowerShell shell integrating AI-assisted command workflows.
- Data Formulator - ✨Iterative AI-assisted creation and transformation of data visualizations.
- GitHub Copilot Chat for VS Code - ✨In-editor contextual multi-turn AI assistance.
- GitHub Copilot CLI - ✨AI-powered coding assistance in your terminal.
Footnotes
- Emoji meanings in the list
  - Azure - samples](https://github.com/Azure-samples) | 🏛️ [Microsoft](https://github.com/microsoft) | 👥 Azure Accelerators

Programming Languages

Python 33 Jupyter Notebook 19 C# 13 TypeScript 9 Bicep 5 JavaScript 2 HCL 2 TSQL 1 C++ 1 Rust 1

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Awesome

awesome-azure-openai-copilot

Azure OpenAI Overview

LLM Frameworks

Prompt Tooling

Agent Frameworks

Deep Learning

Data Processing

Risk & LLMOps

Microsoft Copilot Products

Microsoft Copilot

Copilot Products

Copilot Development

Agents

Agent Development

Azure AI Search

Copilot Development

Azure AI Services

Copilot Development

Microsoft Research

Copilot Development

Azure OpenAI Application

Azure OpenAI Accelerator & Samples

Use Case & Architecture References

Copilot Development

Copilot Development

Developer Tooling

Footnotes

Emoji meanings in the list