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UniSync

This is the Official Repository of Team Omerta Ops's Project UniSync

Install / Use

/learn @Omerta-Ops/UniSync
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

UniSync — Unified Communication Intelligence Platform

Aggregate Gmail + Outlook inboxes. AI-powered email summarization, phishing detection, and calendar event extraction.

UniSync

The Intelligent Command Center for the Modern Scholar


The Challenge: The "Fragmented Scholar"

Modern academic life is spread thin across a fragmented digital landscape. Students today don't just have one inbox; they juggle Gmail, Outlook, and University .edu accounts. This fragmentation creates three critical friction points:

Context-Switching Fatigue

The constant platform hopping between personal and academic accounts leads to immediate Information Overload. Every jump between interfaces incurs a cognitive cost, draining focus and causing students to miss critical academic deadlines simply because they were in the wrong tab.

Actionable Data Loss

Communication is a stream, but tasks are static. Current email clients suffer from Actionable Data Loss, where vital deadlines and tasks remain buried in long, convoluted threads. The moment an email is marked as read, the action item effectively disappears, forcing the user to manually detect and extract information later.

The Educational Security Gap

Traditional spam filters are silent protectors. They move threats to a folder without explanation, leaving students in the dark. This creates a Security Gap where users never learn to recognize sophisticated phishing patterns. Without an intelligent triage system, the inbox remains a high-risk archive rather than a productive command center.


The Solution: Intelligent Inbox Orchestration

UniSync isn’t just another email client; it’s an AI-powered command center designed to bridge the gap between communication and execution. By centralizing fragmented accounts and applying intelligent triage, it restores cognitive flow to the modern student.

Unified Neural Workspace

Aggregate Gmail, Outlook, and .edu accounts into a single cohesive stream. Using a unified schema, UniSync treats every account as a data source—allowing you to search and manage your entire digital life from one minimalist interface.

Smart Extraction Engine

Turn passive reading into actionable workflows with context-aware extraction, powered by LangChain.

  • Deadlines: Automatically sync assignment dates to your calendar
  • Action Items: Convert vague requests into a prioritized task list
  • Key Contacts: Highlight emails from professors and TAs so critical updates never get buried

Explainable Security (XAI)

Instead of silently filtering threats, UniSync teaches users how to recognize them:

  • Pattern Analysis: Explains why an email was flagged (e.g., lookalike domains)
  • Phishing Insights: Breaks down social engineering tactics in real time

Tech Stack: The Architecture of Intelligence

| Domain | Description | | --------------------------- | --------------------------------------------------- | | Frontend & Design | High-fidelity UI across web and mobile platforms | | Backend & Orchestration | High-concurrency APIs and AI workflow routing | | Database & Security | Scalable relational core with strict data isolation |


How It Works

1. Visual Layer (React / Flutter)

A clean, CSS-optimized dashboard.

  • React powers the web interface
  • Flutter delivers native mobile experiences Both consume a unified API for consistent state across devices.

2. API Gateway (Node.js)

Acts as the traffic controller:

  • User authentication
  • WebSocket-based real-time email alerts
  • Routing AI workloads to the intelligence core

3. Intelligence Core (Python + FastAPI + LangChain)

The system’s brain:

  1. FastAPI receives incoming email payloads
  2. LangChain agents extract dates, tasks, urgency, and entities
  3. Security agents assess phishing patterns and generate a structured risk score

4. Memory Layer (Supabase)

All processed data is stored securely:

  • Emails
  • Extracted tasks
  • Security logs

Uses Row Level Security (RLS) to guarantee student data isolation and privacy.


Getting Started

Prerequisites

  • Node.js (v16+)
  • Python (v3.9+)
  • Supabase account

Installation

1. Clone the repository

git clone https://github.com/Omerta-Ops/UniSync.git
cd UniSync

2. Setup Backend (Node.js)

cd backend
npm install
npm run dev

3. Setup AI Service (Python / FastAPI)

cd ai-service
pip install -r requirements.txt
uvicorn main:app --reload

4. Setup Frontend

cd frontend
npm install
npm start

Contributors

We sincerely thank the individuals who contributed to building UniSync:


Future Enhancements

  • LMS integrations (Moodle, Canvas, Blackboard)
  • Priority-based inbox scoring
  • Offline-first mobile experience
  • Institution-wide phishing awareness analytics

Architecture

┌────────────────┐    ┌──────────────────┐    ┌───────────────┐
│  React + Vite  │───▶│  FastAPI Backend  │───▶│  Supabase DB  │
│  (Port 5173)   │    │   (Port 8000)    │    │  (PostgreSQL) │
└────────────────┘    └──────────────────┘    └───────────────┘
                             │
                      ┌──────┴───────┐
                      ▼              ▼
               ┌───────────┐  ┌───────────────┐
               │  Celery   │  │  Redis Broker  │
               │  Workers  │  │  (Port 6379)   │
               └───────────┘  └───────────────┘

Quick Start

Prerequisites

  • Node.js 20+
  • Python 3.12+
  • Redis
  • Supabase project (free tier works)
  • Docker & Docker Compose (optional)

1. Clone & Setup

# Clone
git clone <your-repo-url>
cd UniSync

# Backend
cd backend
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
cp .env.example .env
# Fill in your actual values in .env

# Frontend
cd ../frontend
npm install

2. Database

Run the migration in your Supabase SQL Editor:

-- Copy and paste supabase/migrations/001_initial_schema.sql

3. Start Services

Option A: Docker Compose (recommended)

docker compose up --build

Option B: Manual

# Terminal 1: Redis
redis-server

# Terminal 2: Backend
cd backend && uvicorn app.main:app --reload --port 8000

# Terminal 3: Celery Worker
cd backend && celery -A app.workers.celery_app worker --loglevel=info -Q email_processing,sync,calendar

# Terminal 4: Frontend
cd frontend && npm run dev

4. Access

  • Frontend: http://localhost:5173
  • API Docs: http://localhost:8000/docs (dev mode)
  • Health: http://localhost:8000/health

Project Structure

UniSync/
├── backend/
│   ├── app/
│   │   ├── config.py                # Pydantic settings
│   │   ├── main.py                  # FastAPI app factory
│   │   ├── models/
│   │   │   ├── db.py                # SQLAlchemy ORM models
│   │   │   └── schemas.py           # Pydantic schemas
│   │   ├── routers/
│   │   │   ├── auth.py              # OAuth + JWT verification
│   │   │   ├── emails.py            # Email CRUD + SSE streaming
│   │   │   ├── calendar.py          # Calendar event endpoints
│   │   │   └── health.py            # Health checks
│   │   ├── services/
│   │   │   ├── token_manager.py     # OAuth token lifecycle
│   │   │   ├── gmail.py             # Gmail API client
│   │   │   ├── outlook.py           # Graph API client
│   │   │   ├── ai_pipeline.py       # LangChain summarization + events
│   │   │   └── security_analyzer.py # Phishing detection (SPF/DKIM/LLM)
│   │   ├── utils/
│   │   │   ├── crypto.py            # Fernet token encryption
│   │   │   ├── rate_limit.py        # slowapi rate limiting
│   │   │   └── circuit_breaker.py   # Tenacity retry + circuit breaker
│   │   └── workers/
│   │       ├── celery_app.py        # Celery configuration
│   │       └── tasks.py             # Background processing tasks
│   ├── requirements.txt
│   ├── Dockerfile
│   └── .env.example
├── frontend/
│   └── src/
│       ├── api/                     # TanStack Query hooks
│       ├── store/                   # Zustand state management
│       ├── theme/                   # Design tokens
│       ├── components/              # React components
│       │   ├── layout/              # Shell, Sidebar, TopBar
│       │   ├── inbox/               # EmailCard, EmailList, EmailDetail
│       │   ├── ai/                  # SummaryCard, RiskBanner
│       │   ├── calendar/            # SuggestedEventCard
│       │   └── ui/                  # ToastContainer
│       └── pages/                   # DashboardPage, SettingsPage
├── supabase/
│   └── migrations/
│       └── 001_initial_schema.sql   # Full DB schema
└── docker-compose.yml

Key Features

| Feature | Implementation | |---------|---------------| | Email Aggregation | Gmail API + Microsoft Graph API | | AI Summarization | LangChain → OpenAI (GPT-4o-mini) → Ollama fallback | | Phishing Detection | SPF/DKIM/DMARC headers + LLM tone analysis | | Calendar Extraction | LLM event parsing + dateparser | | Background Processing | Celery + Redis (gevent pool) | | Real-Time Updates | Supabase Realtime + SSE | | Token Security | Fernet encryption (AES-128-CBC) | | Virtualized UI | @tanstack/react-virtual (60fps at 5000+ emails) |

Environment Variables

See backend/.env.example for the full list.

**Required for basic operation:

Related Skills

View on GitHub
GitHub Stars4
CategoryDevelopment
Updated20d ago
Forks1

Languages

TypeScript

Security Score

75/100

Audited on Mar 14, 2026

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