Overview
RAG-SaaS is an innovative solution designed to simplify the setup and management of Retrieval-Augmented Generation (RAG) pipelines for developers. By utilizing a robust tech stack that includes LlamaIndex for building pipelines, MongoDB for data management, and FastAPI for backend services, RAG-SaaS allows developers to focus on enhancing their applications rather than getting bogged down with the complexities of deployment. This powerful toolkit is built on LlamaIndex’s create-llama foundation, ensuring a reliable starting point for your RAG projects.
With features aimed at streamlining processes, RAG-SaaS offers a comprehensive environment that accommodates the needs of modern development teams. From efficient database management to seamless observability, this platform is designed with future-ready capabilities, making it an appealing choice for anyone looking to leverage RAG technologies.
Features
- Modular Tech Stack: Combines tools like LlamaIndex, MongoDB, and FastAPI to provide a comprehensive framework for RAG projects.
- Efficient Data Management: Utilizes MongoDB as both a standard database and a vector database, enabling flexible data handling.
- Vector Search with Qdrant: Integrates Qdrant for efficient similarity search, enhancing the responsiveness of applications.
- Robust Observability: Incorporates Arize Phoenix for monitoring and evaluating RAG systems, ensuring performance optimization.
- Customizable Environment Configuration: Offers detailed setup requirements for frontend and backend environment variables, making deployment straightforward.
- Docker Deployment: Supports easy deployment via Docker Compose, making it simple for developers to get started without complex installation processes.
- Enhanced Security Features: Supports JWT for secure user authentication and mandatory fields for a safe application setup.
- AWS S3 Integration: Provides options for integrating with AWS services, allowing for scalable and secure storage solutions.