metadata

title: nat-ad
sdk: docker
app_port: 7860

Social Media Ads Creator

This project leverages AI agents to automatically generate social media ad copy for products from their URLs.

How it Works

The system uses a Gradio interface (app.py) with two main tabs:

Social Media Ad Generator: This tab takes product URLs and other parameters as input. Behind the scenes, a "crew" of AI agents, each with a specific role, processes this information:
- Product Analyst: This agent scrapes a product URL to extract key information like the product name, features, price, and any available discounts. It also uses a tool to shorten the URL.
- Social Media Copywriter: This agent takes the product information and crafts a compelling social media post in Portuguese, tailored for platforms like WhatsApp. The post includes a call to action, emojis, and the shortened URL.
Fragrantica Website Analyzer: This new tab allows users to input a Fragrantica.com URL for a perfume. A dedicated "FragranticaCrew" analyzes the webpage using a stealthy web scraping tool (StealthScrapeTool) to bypass anti-bot measures. The crew then generates a comprehensive perfume analysis report.
- Expert Perfume Analyst and Web Data Extractor: This agent extracts detailed perfume information (notes, accords, longevity, sillage, similar fragrances, reviews) from the Fragrantica page.
- Fragrance Expert Woman and Perfume Analysis Reporter: This agent synthesizes the extracted data into a human-friendly report, including graded evaluations and personalized recommendations.

Setup and Usage

Prerequisites:
- Docker installed
- An OpenAI API key
- A Natura API token (for the URL shortener)

Installation & Execution (Docker):

Build the Docker image:
```
docker build -t natura-ads .
```

Run the Docker container, mapping port 7860 and passing API keys as environment variables:

docker run -p 7860:7860 -e OPENAI_API_KEY="your_openai_api_key" -e NATURA_API_TOKEN="your_natura_api_token" -e OPENAI_BASE_URL="your_openai_base_url" -e OPENAI_MODEL_NAME="your_openai_model_name" natura-ads

Access the Gradio interface in your web browser at http://localhost:7860.

Key Files

app.py: The Gradio application that provides the user interface.
social_media_crew.py: Defines the AI agents and their tasks for social media ad generation.
fragrantica_crew.py: Defines the AI agents and their tasks for Fragrantica website analysis.
stealth_scrape_tool.py: A custom tool for stealthy web scraping using Playwright.
shortener_tool.py: A custom tool for shortening URLs.
Dockerfile: Defines the Docker image for deploying the application.
.env: The configuration file for API keys (used for local development, environment variables preferred for Docker).
pyproject.toml: The project's metadata and dependencies.

Roadmap

Add support for any model/api key supported by LiteLLM.
Add Fragrantica support, where user will input a Fragrantica URL and the agent will extract and generate a Perfume Analysis report.