Intelligent logo discovery agent with high success rate:
Web scraping with BeautifulSoup4
Google Search API integration for finding websites
OpenAI Vision API for logo validation
FastAPI backend with comprehensive REST API
React frontend with Material-UI
SQLite database for MVP (PostgreSQL ready)
Batch processing from CSV files
Confidence scoring for found logos
Matt gave 4 stars to Brothers in Arms (Vorkosigan Saga, #5) by Lois McMaster Bujold
This service provides a managed API solution for upscaling low-resolution, blurry, or compressed facial images. It supports multiple upscaling models including GFPGAN (v1.4) with Real-ESRGAN backend and Crystal Upscaler to deliver high-quality, identity-preserving 2×–8× upscaled results without requiring GPU infrastructure.
Matt gave 3 stars to Ethan of Athos (Vorkosigan Saga, #3) by Lois McMaster Bujold
Matt gave 3 stars to Cetaganda (Vorkosigan Saga, #9) by Lois McMaster Bujold
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