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College Copilot: an AI that tells my friend what matters today

A developer built College Copilot, a Streamlit app that ingests a student's scattered college updates — WhatsApp exports, notice PDFs and screenshots — and matches them against her subjects, attendance and interests to answer "What matters for ME right now, and what should I do?" The tool, built for a B.Tech student named Keerti, runs locally via Ollama with the Qwen2.5 7B model (plus an optional Qwen2.5-VL vision model) so private chats and attendance records never leave the laptop, and it flags actionable items such as a DBMS attendance shortfall against the 75% requirement.

by read1 min views2 publishedOct 4, 2026

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Ask any college student where their important updates live and the honest answer is: everywhere. WhatsApp groups, notice PDFs, screenshots of notice boards, assignment deadlines, internship forwards.

I built College Copilot for my friend Keerti, a B.Tech student, so she doesn't have to dig through all of that. It reads her college chaos and answers one question: "What matters for ME right now, and what should I do?"

Instead of just summarising notices, it matches them with her subjects, attendance and interests and tells her what to do:

⚠️ DBMS attendance is 72%, 75% is required. Attend the next 3 classes.

What it does:

Live app: https://college-copilot-jdgv5fsevwfc4jbcgzmyrz.streamlit.app/ The live app is hosted and sends text to a cloud model, so I only use made-up sample chats and notices on it. Please don't enter real private data there.

Reads scattered college info (WhatsApp exports, notice PDFs, screenshots), matches it to the student's subjects/attendance/interests and answers: "What matters for ME right now and what should I do?"

ollama pull qwen2.5:7b (optional vision: ollama pull qwen2.5vl:7b) pip install -r requirements.txt``streamlit run app.py`` sample_chat.txt from the sidebar to test, then your friend's real chat.

Private chats and attendance never leave the laptop, works with… core.py can talk to a local This app deals with some of the most personal data a student has: private group chats and attendance records.

Open models gave me choices a closed API wouldn't:

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