A collection of applications built with FastRTC. Click on the tags below to find the app you're looking for!
- :speaking_head:{ .lg .middle }:eyes:{ .lg .middle } __Gemini Audio Video Chat__
{: data-tags="audio,video,real-time-api"}
---
Stream BOTH your webcam video and audio feeds to Google Gemini. You can also upload images to augment your conversation!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/gemini-audio-video)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/gemini-audio-video)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/gemini-audio-video)
- :speaking_head:{ .lg .middle } __Google Gemini Real Time Voice API__
{: data-tags="audio,real-time-api,voice-chat"}
---
Talk to Gemini in real time using Google's voice API.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-gemini)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-gemini-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-gemini/blob/main/app.py)
- :speaking_head:{ .lg .middle } __OpenAI Real Time Voice API__
{: data-tags="audio,real-time-api,voice-chat"}
---
Talk to ChatGPT in real time using OpenAI's voice API.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-openai)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-openai-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-openai/blob/main/app.py)
- :robot:{ .lg .middle } __Hello Computer__
{: data-tags="llm,stopword,sambanova"}
---
Say computer before asking your question!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/hello-computer)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/hello-computer-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/hello-computer/blob/main/app.py)
- :robot:{ .lg .middle } __Llama Code Editor__
{: data-tags="audio,llm,code-generation,groq,stopword"}
---
Create and edit HTML pages with just your voice! Powered by Groq!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/llama-code-editor)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/llama-code-editor/blob/main/app.py)
- :speaking_head:{ .lg .middle } __Talk to Claude__
{: data-tags="audio,llm,voice-chat"}
---
Use the Anthropic and Play.Ht APIs to have an audio conversation with Claude.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-claude)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-claude-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-claude/blob/main/app.py)
- :musical_note:{ .lg .middle } __LLM Voice Chat__
{: data-tags="audio,llm,voice-chat,groq,elevenlabs"}
---
Talk to an LLM with ElevenLabs!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/llm-voice-chat)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/llm-voice-chat-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/llm-voice-chat/blob/main/app.py)
- :musical_note:{ .lg .middle } __Whisper Transcription__
{: data-tags="audio,transcription,groq"}
---
Have whisper transcribe your speech in real time!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/whisper-realtime)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/whisper-realtime-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/whisper-realtime/blob/main/app.py)
- :robot:{ .lg .middle } __Talk to Sambanova__
{: data-tags="llm,stopword,sambanova"}
---
Talk to Llama 3.2 with the SambaNova API.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-sambanova)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-sambanova-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-sambanova/blob/main/app.py)
- :speaking_head:{ .lg .middle } __Hello Llama: Stop Word Detection__
{: data-tags="audio,llm,code-generation,stopword,sambanova"}
---
A code editor built with Llama 3.3 70b that is triggered by the phrase "Hello Llama".
Build a Siri-like coding assistant in 100 lines of code!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/hey-llama-code-editor)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/hey-llama-code-editor/blob/main/app.py)
- :speaking_head:{ .lg .middle } __Audio Input/Output with mini-omni2__
{: data-tags="audio,llm,voice-chat"}
---
Build a GPT-4o like experience with mini-omni2, an audio-native LLM.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/mini-omni2-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/mini-omni2-webrtc/blob/main/app.py)
- :speaking_head:{ .lg .middle } __Kyutai Moshi__
{: data-tags="audio,llm,voice-chat,kyutai"}
---
Kyutai's moshi is a novel speech-to-speech model for modeling human conversations.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/talk-to-moshi)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/talk-to-moshi/blob/main/app.py)
- :speaking_head:{ .lg .middle } __Talk to Ultravox__
{: data-tags="audio,llm,voice-chat"}
---
Talk to Fixie.AI's audio-native Ultravox LLM with the transformers library.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/talk-to-ultravox)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/talk-to-ultravox/blob/main/app.py)
- :speaking_head:{ .lg .middle } __Talk to Llama 3.2 3b__
{: data-tags="audio,llm,voice-chat"}
---
Use the Lepton API to make Llama 3.2 talk back to you!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/llama-3.2-3b-voice-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/llama-3.2-3b-voice-webrtc/blob/main/app.py)
- :robot:{ .lg .middle } __Talk to Qwen2-Audio__
{: data-tags="audio,llm,voice-chat"}
---
Qwen2-Audio is a SOTA audio-to-text LLM developed by Alibaba.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/talk-to-qwen-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/talk-to-qwen-webrtc/blob/main/app.py)
- :camera:{ .lg .middle } __Yolov10 Object Detection__
{: data-tags="video,computer-vision"}
---
Run the Yolov10 model on a user webcam stream in real time!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/object-detection)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/object-detection/blob/main/app.py)
- :camera:{ .lg .middle } __Video Object Detection with RT-DETR__
{: data-tags="video,computer-vision"}
---
Upload a video and stream out frames with detected objects (powered by RT-DETR) model.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/rt-detr-object-detection-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/rt-detr-object-detection-webrtc/blob/main/app.py)
- :speaker:{ .lg .middle } __Text-to-Speech with Parler__
{: data-tags="audio"}
---
Stream out audio generated by Parler TTS!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/parler-tts-streaming-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/parler-tts-streaming-webrtc/blob/main/app.py)