Upload papers, parse them with layout-aware AI, chat with your documents using RAG, and track research metrics — all in one place.
| Service | Platform | Link |
|---|---|---|
| 🖥️ Frontend Web App | Vercel | paperlens-research.vercel.app |
| ⚙️ Backend API | Render | paperlens-research.onrender.com |
| Layer | Technology | Purpose |
|---|---|---|
| Core Framework | React 18 (Vite SPA) | Fast, modern single-page app |
| Routing | React Router v6 | Client-side navigation |
| State & Auth | Supabase Auth | Google OAuth & Email/Password |
| Styling | Vanilla CSS | Custom tokens, glassmorphism, responsive design |
| Icons | Lucide React | Lightweight icon set |
| Layer | Technology | Purpose |
|---|---|---|
| Web Framework | FastAPI (Python 3.10+) | High-performance async API |
| RAG System | LlamaIndex | Retrieval-augmented generation pipeline |
| LLM | Gemini API (via LlamaIndex) | Answering & summarization |
| Document Parsing | LlamaParse | Layout-aware PDF ingestion |
| Database & Storage | Supabase (PostgreSQL) | Data + PDF object storage |
| Auth Verification | Supabase JWT middleware | Secure request validation |
PaperLens/
├── FrontEnd/ # React Frontend (Vite)
│ ├── src/
│ │ ├── Components/ # Reusable UI components (Sidebar, etc.)
│ │ ├── context/ # Authentication and global contexts
│ │ ├── lib/ # Client initializations (Supabase client)
│ │ ├── pages/ # Page components (Dashboard, LoginPage, etc.)
│ │ ├── styles/ # CSS files and global variables
│ │ ├── utils/ # Utility modules (API fetch helper, services)
│ │ ├── App.css
│ │ ├── App.jsx # Main routing & application entry
│ │ └── main.jsx
│ ├── index.html
│ ├── package.json
│ ├── vercel.json # Vercel SPA routing configuration
│ └── vite.config.js
│
├── BackEnd/ # FastAPI Backend
│ ├── app/
│ │ ├── api/
│ │ │ ├── routes/ # API endpoints (auth, chat, dashboard, papers)
│ │ │ └── api.py # Centralized router definition
│ │ ├── core/ # Configuration & security settings
│ │ ├── models/ # Data schemas and Pydantic validation models
│ │ ├── services/ # Core business logic (LlamaIndex, LLM, ingestion)
│ │ ├── utils/ # Helper utilities
│ │ └── main.py # Application entry point & CORS configuration
│ ├── Dockerfile # Containerization configuration
│ ├── requirements.txt # Python dependencies
│ └── .dockerignore
└── README.md # Project documentation
- 🔐 Secure Authentication — User management via Supabase Auth, including email sign-in and Google OAuth.
- 📊 Smart Dashboard — Visualize research stats (papers uploaded, questions asked, words indexed) and recent activity.
- 📄 Advanced Document Parsing — LlamaParse extracts complex tables, formulas, and layouts from scientific papers.
- 💬 Interactive RAG Chat — Chat directly with your uploaded papers via Gemini API for context-rich Q&A and summaries.
- 🗂️ Paper Repository — Searchable list of uploaded papers with preview and details.
VITE_SUPABASE_URL=your_supabase_urlVITE_SUPABASE_ANON_KEY=your_supabase_anon_keyVITE_API_URL=http://localhost:8000# Set to https://paperlens-research.onrender.com for productionSUPABASE_URL=your_supabase_urlSUPABASE_SERVICE_KEY=your_supabase_service_role_keySUPABASE_JWT_SECRET=your_supabase_jwt_secretGEMINI_API_KEY=your_gemini_api_keyLLAMA_PARSE_KEY=your_llamaparse_api_keycd BackEnd
# Create and activate a virtual environment
python -m venv venv
# Windows:
.\venv\Scripts\activate
# macOS/Linux:source venv/bin/activate
# Install dependencies
pip install -r requirements.txt
# Run the development server
uvicorn app.main:app --reload --port 8000docker build -t paperlens-backend .
docker run -p 8000:8000 --env-file .env paperlens-backendcd ../FrontEnd
# Install dependencies
npm install
# Run the development server
npm run devOpen http://localhost:5173 in your browser.
Turning papers into conversations