Azure-Samples/aisearch-openai-rag-audio

View on GitHub

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

Stars: 561
Forks: 355
Open beginner issues: 0
Indexed issues: 39

Dominant language: Python
License: MIT
Last GitHub push: Oct 3, 2025
Latest indexed: Sep 16, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

Open All

39 open issues indexed

Feature request: Transcription of conversation Open

Azure-Samples/aisearch-openai-rag-audio#7 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
[Feature Request] Add front-end notification on 429 (Too Many Requests) error Open

Azure-Samples/aisearch-openai-rag-audio#9 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 16, 2026
Error handling request - JSONDecodeError Open

Azure-Samples/aisearch-openai-rag-audio#10 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Please provide a sample implementation of backend in c# Open

Azure-Samples/aisearch-openai-rag-audio#12 · 8 comments · 1 reaction · 0 assignees · Indexed Sep 16, 2026
No answers to questions Open

Azure-Samples/aisearch-openai-rag-audio#24 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Connecting to the frontend via network Open

Azure-Samples/aisearch-openai-rag-audio#26 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
System Message Not Functioning Despite Successful Transmission Open

Azure-Samples/aisearch-openai-rag-audio#35 · 2 comments · 2 reactions · 0 assignees · Indexed Sep 16, 2026
Hi expert. there is a issue, I couldn't find how to fix Open

Azure-Samples/aisearch-openai-rag-audio#37 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
No audio output from deployed app Open

Azure-Samples/aisearch-openai-rag-audio#38 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Right Audio Capture Issue Open

Azure-Samples/aisearch-openai-rag-audio#42 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
VoiceRAG: An Application Pattern for RAG + Voice Using Azure AI Search and the GPT-4o Realtime API for Audio Open

Azure-Samples/aisearch-openai-rag-audio#43 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Ability to play waiting sound indicator or model response of "I'll look that up", to signify processing. Open

Azure-Samples/aisearch-openai-rag-audio#51 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Application/Real-time API Does Not Wait for Speaker to Finish Speaking Open

Azure-Samples/aisearch-openai-rag-audio#52 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 16, 2026
AZD bicep malfunctionning for upload documents before index vector in Ai search Open

Azure-Samples/aisearch-openai-rag-audio#54 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
CRITICAL | WSServerHandshakeError: 429 message='Invalid response status' Open

Azure-Samples/aisearch-openai-rag-audio#56 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Distorted & Sped Up Audio Open

Azure-Samples/aisearch-openai-rag-audio#60 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 16, 2026
Application Accessing Deleted Blob Storage Documents Open

Azure-Samples/aisearch-openai-rag-audio#61 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Conversation Logging Open

Azure-Samples/aisearch-openai-rag-audio#63 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Ability to set threshold, prefix_padding_ms, silence_duration_ms for turn detection Open

Azure-Samples/aisearch-openai-rag-audio#64 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Update GitHub Action `setup-azd` version to v2 Open

Azure-Samples/aisearch-openai-rag-audio#65 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Issues with search Open

Azure-Samples/aisearch-openai-rag-audio#77 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Cannot get it working - tried for a day - sorry - looking for logs or ways to try to work out how to get it going. Open

Azure-Samples/aisearch-openai-rag-audio#78 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Possibility to connect to Azure Speech SDK Avatar Open

Azure-Samples/aisearch-openai-rag-audio#79 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
aca-web-update error when using VS Code Dev Containers Open

Azure-Samples/aisearch-openai-rag-audio#80 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
It indicates an access issue with the model, but I do have the required permissions Open

Azure-Samples/aisearch-openai-rag-audio#82 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 16, 2026
How to integrate with azure search openai demo app? Open

Azure-Samples/aisearch-openai-rag-audio#86 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
How can we add a string at the beginning of the conversation? Open

Azure-Samples/aisearch-openai-rag-audio#87 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
ReadMe need to update for not using azd up Open

Azure-Samples/aisearch-openai-rag-audio#93 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Optimizing costs Open

Azure-Samples/aisearch-openai-rag-audio#94 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
issue with container registry Open

Azure-Samples/aisearch-openai-rag-audio#95 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Noise Sensitivity Too High and Transcription Lag — Are There Configurable Parameters? Open

Azure-Samples/aisearch-openai-rag-audio#96 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Issue with azure open ai resource Open

Azure-Samples/aisearch-openai-rag-audio#97 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Agent stop responding after 5-6 minutes Open

Azure-Samples/aisearch-openai-rag-audio#101 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Agent does not stop speaking when interrupted by user input – breaks real-time conversation flow Open

Azure-Samples/aisearch-openai-rag-audio#102 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Dependabot PR #75 to upgrade cross-spawn failed CI Open

Azure-Samples/aisearch-openai-rag-audio#108 · 0 comments · 1 reaction · 1 assignee · Indexed Sep 16, 2026
local running is not in sync after deployment. Same code base Open

Azure-Samples/aisearch-openai-rag-audio#129 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 16, 2026
[Optional] Publish to azure samples browser Open

Azure-Samples/aisearch-openai-rag-audio#131 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Support for GA Version Azure Open AI realtime model Open

Azure-Samples/aisearch-openai-rag-audio#132 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 16, 2026
Feature: Add FunASR/SenseVoice as self-hosted STT alternative Open

Azure-Samples/aisearch-openai-rag-audio#133 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 16, 2026

Azure-Samples/aisearch-openai-rag-audio

Get new issues in your inbox