Developed a robust OCR-based system for automating data extraction from GATE scorecards using Python, Tesseract, and MongoDB. Enhanced data accuracy with image pre-processing techniques and regular expression-based validation, achieving 92-95% accuracy. Designed an admin interface with Streamlit for efficient data management, including search, filtering, and export functionalities, significantly reducing manual data entry time and improving data accessibility for educational institutions.