diff --git a/shared/open-ai-integration/quickstart.mdx b/shared/open-ai-integration/quickstart.mdx
index e375dc097..28763b869 100644
--- a/shared/open-ai-integration/quickstart.mdx
+++ b/shared/open-ai-integration/quickstart.mdx
@@ -8,7 +8,7 @@ Integrating Agora's real-time audio communication capabilities with OpenAI's lan
 
 The `RealtimeKitAgent` class manages the integration by connecting to an Agora channel for real-time audio streaming and to OpenAI's API for processing audio input and generating AI-driven responses. Audio frames captured from the Agora channel are streamed to OpenAI's API, where the AI processes the input. The API responses, which include transcribed text and synthesized voice output, are then delivered back to the Agora channel.
 
-The code sets up tools that can be executed locally or passed through the API. This allows the AI to perform specific tasks, such as retrieving data from external sources. The agent processes various message types from OpenAI, such as audio responses, transcription updates, and error messages, and sends them to users through the Agora audio channel, facilitating continuous interaction.
+The code sets up tools that can be executed locally or passed through the API, allowing the AI to perform specific tasks, such as retrieving data from external sources. The agent processes various message types from OpenAI, including audio responses, transcription updates, and error messages, and sends them to users through the Agora audio channel, facilitating continuous interaction.
 
 The following figure illustrates the integration topology:
 
@@ -24,9 +24,18 @@ The following figure illustrates the integration topology:
     sudo apt install ffmpeg
     ```
 
-## Set up the project
+## Getting Started
+
+This guide walks you through the core elements of the [Agora Conversational AI Demo](https://github.com/AgoraIO/openai-realtime-python) integrating Agora's Python SDK with OpenAI's Realtime API.
 
-This guide walks you through the core elements of the [Agora Conversational AI Demo](https://github.com/AgoraIO/agora-openai-converse) integrating Agora's Python SDK with OpenAI's Realtime API:
+If you’d prefer to skip the step-by-step guide and explore the demo project, clone the repository and follow the steps in the README to get started.
+
+```bash
+git clone https://github.com/AgoraIO/openai-realtime-python.git
+cd agora-openai-converse
+```
+
+## Set up the project
 
 1. Create a new folder for the project: