Production-Ready RAG Framework
4.4k 2026-04-14

truefoundry/cognita

A modular, API-driven RAG framework designed for building scalable, production-ready AI applications, addressing the complexities of deploying RAG systems beyond prototyping.

Core Features

Modular and API-driven RAG components for scalability and extensibility.
Production-ready environment with a no-code UI for simplified management.
Supports incremental indexing and advanced parsers (audio, video, multimodal).
One-click local deployment using Docker Compose for easy setup.
Flexible customization for data loaders, embedders, vector databases, and rerankers.

Quick Start

docker-compose up

Detailed Introduction

Cognita is an open-source Retrieval Augmented Generation (RAG) framework by TrueFoundry, designed to bridge the gap between RAG prototyping and production deployment. While tools like Langchain/LlamaIndex are great for experimentation, Cognita provides a structured, modular, and API-driven architecture, making RAG applications scalable, extendable, and easier to manage in a production environment. It offers features like incremental indexing, a no-code UI, and one-click local deployment, simplifying the operational complexities of RAG systems.

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