{"id":25952447,"url":"https://github.com/junayed-hasan/llendify","last_synced_at":"2026-03-09T04:32:36.035Z","repository":{"id":274095389,"uuid":"921893363","full_name":"junayed-hasan/llendify","owner":"junayed-hasan","description":"LLendify leverages large language models (LLMs) to analyze bank statements and provide instant loan eligibility insights. Upload your bank statement PDF to receive AI-powered loan recommendation, analysis of income patterns, spending habits, and creditworthiness. 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Upload your bank statement PDF to receive AI-powered analysis of income patterns, spending habits, and creditworthiness. Get comprehensive financial assessments and loan recommendations in seconds.\n\n![LLendify Home](home.png)\n![Analysis Results](analysis.png)\n\n## 🚀 Features\n\n- 📊 Instant AI-powered loan analysis\n- 🔒 Secure document processing with encryption\n- 💡 Smart financial insights and recommendations\n- 📱 Responsive design for all devices\n- ⬇️ Downloadable analysis reports\n- 🛡️ Data privacy focused\n\n## 🛠️ Tech Stack\n\n### Frontend\n- React.js\n- Tailwind CSS\n- Lucide Icons\n- Axios for API calls\n- File handling utilities\n\n### Backend\n- FastAPI\n- Python 3.9+\n- LangChain\n- PyPDF2 for PDF processing\n- Custom PDF parsing pipeline\n\n## 📁 Project Structure\n\n### Frontend (`/bank-analyzer-ui`)\n```\nbank-analyzer-ui/\n├── public/\n├── src/\n│   ├── components/\n│   │   ├── common/\n│   │   │   └── Modal.jsx\n│   │   └── layout/\n│   │       ├── Footer.jsx\n│   │       ├── Layout.jsx\n│   │       └── Navbar.jsx\n│   ├── utils/\n│   │   └── downloadUtils.js\n│   ├── styles/\n│   │   └── globals.css\n│   ├── App.jsx\n│   └── index.js\n└── package.json\n```\n\n### Backend (`/src`)\n```\nsrc/\n├── analysis_pipeline.py\n├── api.py\n├── app.py\n├── pdf_parser.py\n├── prompt_templates.py\n├── Bank_statement_1.pdf\n├── Bank_statement_2.pdf\n├── Bank_statement_3.pdf\n├── Bank_statement_4.pdf\n└── .env\n```\n\n## 🚀 Getting Started\n\n### Prerequisites\n- Node.js (v14 or higher)\n- Python 3.9+\n- pip\n- Git\n- OpenAI API key\n\n### Frontend Setup\n1. Clone the repository\n   ```bash\n   git clone https://github.com/junayed-hasan/llendify.git\n   cd llendify/bank-analyzer-ui\n   ```\n\n2. Install dependencies\n   ```bash\n   npm install\n   ```\n\n3. Start the development server\n   ```bash\n   npm start\n   ```\n\nThe frontend will be available at `http://localhost:3000`\n\n### Backend Setup\n1. Navigate to the backend directory\n   ```bash\n   cd src\n   ```\n\n2. Create and activate a virtual environment\n   ```bash\n   python -m venv venv\n   source venv/bin/activate  # On Windows, use: venv\\Scripts\\activate\n   ```\n\n3. Install dependencies\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n4. Create a `.env` file in the src directory (if not exists)\n   ```bash\n   touch .env\n   ```\n\n5. Add your OpenAI API key to the `.env` file\n   ```\n   OPENAI_API_KEY=your_api_key_here\n   ```\n\n6. Start the FastAPI server\n   ```bash\n   uvicorn app:app --reload\n   ```\n\nThe API will be available at `http://localhost:8000`\n\n## 🧪 Testing\n\n### Frontend Testing\n1. Run the test suite\n   ```bash\n   npm test\n   ```\n\n### Backend Testing\n1. Ensure your virtual environment is activated\n2. Make sure your `.env` file contains the OpenAI API key\n3. Sample bank statements are available in the src directory:\n   - Bank_statement_1.pdf\n   - Bank_statement_2.pdf\n   - Bank_statement_3.pdf\n   - Bank_statement_4.pdf\n4. Test the API endpoints using these sample files\n\n### Testing with Sample Files\n1. Use any of the provided sample PDF files in the src directory\n2. Upload through the UI (file should be a PDF)\n3. The analysis results will be displayed and can be downloaded\n\n## 📄 License\n\nThis project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.\n\n## 🤝 Contributing\n\nContributions are welcome! Please feel free to submit a Pull Request.\n\n1. Fork the project\n2. Create your feature branch (`git checkout -b feature/AmazingFeature`)\n3. Commit your changes (`git commit -m 'Add some AmazingFeature'`)\n4. Push to the branch (`git push origin feature/AmazingFeature`)\n5. Open a Pull Request\n\n## 📞 Contact\n\nMohammad Junayed Hasan\n- Email: junayedhasan100@gmail.com\n- LinkedIn: [mjhasan21](https://www.linkedin.com/in/mjhasan21/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjunayed-hasan%2Fllendify","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjunayed-hasan%2Fllendify","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjunayed-hasan%2Fllendify/lists"}