albert-victor/MWONGOZO-SMART

A smart Decision support system for university admission and higher education loan (HESLB) guidance Tanzania # Mwongozo Smart Mwongozo Smart is a Tanzanian admission guidance platform built to help students move from exam results to real programme choices with less confusion and more confidence. It combines four things in one place: - a TCU-style admission recommendation engine - NECTA result lookup and normalization for CSEE and ACSEE - HESLB loan guidance and demo tracking - a bilingual assistant called SAM for quick support The result is a single web app that tells the whole education journey story: from school results, to programme fit, to loan preparation, to saved recommendations and admin oversight. ## What This Project Does The app is designed around the real decisions Tanzanian students make: - "Which programmes can I apply for?" - "How do my A-Level or O-Level results translate into eligibility?" - "What should I prepare for HESLB and OLAS?" - "Which universities and colleges currently offer these programmes?" - "How do I keep track of saved recommendations and user activity?" Mwongozo Smart answers those questions through a fast API, a polished frontend, and a large local catalog of institutions and programmes. ## Core Features - Admission recommendations for A-Level, O-Level, and equivalent routes - Eligibility checks based on TCU-style rules and point calculations - Ranked programme suggestions with confidence bands and review candidates - A-Level combination hints such as PCB, PCM, CBG, CBN, and more - NECTA lookup flows for CSEE and ACSEE - Automatic routing between NECTA and archived sources for older exam years - Live institution and programme directory - HESLB loan guidance with preparation steps, official links, and demo tracking - SAM assistant chat with optional OpenRouter integration - Authentication, saved programmes, and saved recommendation history - Admin dashboard with user CRUD and catalogue analytics ## Story Of The App This project is not just a calculator. It is an end-to-end student guidance workspace. The homepage introduces Mw …