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7/14/2026
How I Built an Ultra-Fast, Programmatic Results & GPA Portal for My University (MUET)

How I Built an Ultra-Fast, Programmatic Results & GPA Portal for My University (MUET)

Short summary

A developer built an open-source results portal for Mehran University (MUET) in Pakistan using a serverless GitOps pipeline with Gemini 1.5 Flash for OCR parsing of PDF result sheets. The static pre-rendered SPA achieves sub-0.6s LCP with zero hosting costs, and includes SEO/GEO optimization with structured schema graphs. The project demonstrates a practical pattern for AI-assisted data extraction in educational tooling.

  • •Used Gemini 1.5 Flash API to OCR university result PDFs into structured JSON
  • •GitOps pipeline commits parsed data to git, triggers Vercel pre-rendering builds for zero-cost hosting
  • •Vanilla JS SPA with JSON-LD schemas optimized for both traditional SEO and generative engine optimization

Generated with AI, which can make mistakes.

#ai-tools#open-source
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