RAG Development Framework
4.4k 2026-04-26
truefoundry/cognita
A production-ready RAG framework that provides modular, API-driven components and a UI to streamline the deployment and management of Retrieval Augmented Generation applications.
Core Features
Modular and API-driven RAG components for scalability and extensibility.
Production-ready environment with no-code UI support for easier management.
Built-in incremental indexing for efficient data updates.
Support for various parsers (audio, video, multi-modal), embedders, and rerankers.
One-click local deployment using Docker Compose for quick setup.
Quick Start
docker-compose upDetailed Introduction
Cognita is an open-source framework designed to bridge the gap between RAG prototyping tools like Langchain/LlamaIndex and production deployment. It addresses common challenges such as abstracting chunking/embedding jobs and wrapping query services into API servers. By offering modular, API-driven components, a user-friendly UI, and features like incremental indexing, Cognita enables developers to build, test, and deploy scalable RAG applications with greater ease and organization, moving beyond notebook-based experimentation.