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+++ b/README.md
@@ -1,3 +1,7 @@
+Here is the updated version of the README with the screenshots section added:
+
+---
+
 # AI NGINX Log Analysis 
 ## Overview
 
@@ -12,6 +16,15 @@ This project is an Express.js-based server designed to interact with models via
 - **Core Service Management**: Provides endpoints to restart the core GPT service and reset conversation histories.
 - **Cross-Origin Resource Sharing (CORS)**: Enabled for all routes, allowing for flexible API usage.
 
+## Screenshots
+
+Here are some screenshots of the application in action:
+
+- ![Screenshot 1](screenshots/s1.png)
+- ![Screenshot 2](screenshots/s2.png)
+- ![Screenshot 3](screenshots/s3.png)
+- ![Screenshot 4](screenshots/s4.png)
+
 ## Installation
 
 **Note**: A `llama-cpp-python` OpenAI Emulation Server is required alongside the backend server. The server in this code is configured to run on `127.0.0.1:8003`.
@@ -81,9 +94,12 @@ The server logs key actions, including incoming requests, conversation history m
 - Ensure the `llama-gpu-server` Docker container is running before starting the Express.js server.
 - Conversation history is stored in memory and will be lost when the server restarts. Consider implementing persistent storage if long-term history is required.
 
-
 ## Contributions
 
 Contributions are welcome! Please fork the repository and submit a pull request with your changes.
 
-This project leverages cutting-edge AI to enhance web security analysis, making it easier to identify and respond to threats in real-time.
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+This project leverages cutting-edge AI to enhance web security analysis, making it easier to identify and respond to threats in real-time. 
+
+---
+
+Let me know if you need any further changes!
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