openrag

OpenRAG is a comprehensive, single package Retrieval-Augmented Generation platform built on Langflow, Docling, and Opensearch.

23 articles 1.9k View on GitHub ↗
23 articles
How to Configure OAuth for OpenRAG: Complete Setup for Google Drive and Microsoft Graph

Learn to configure OAuth for OpenRAG using environment variables for seamless Google Drive and Microsoft Graph integration. Setup OpenRAG now.

how-to-guide
Mar 13, 2026
How OpenRAG Handles Document Ingestion and Processing Configuration: TaskService Architecture Explained

Discover how OpenRAG's TaskService manages document ingestion and processing configuration. Learn about background tasks, concurrency, and Langflow flow defaults for efficient data handling.

architecture
Mar 13, 2026
How to Configure Langflow Integration in OpenRAG: Complete Setup Guide

Learn how to configure Langflow integration in OpenRAG. Set environment variables or use the TUI wizard for a seamless setup and unlock powerful RAG capabilities.

how-to-guide
Mar 13, 2026
How to Set Up OpenSearch Connection Details for OpenRAG: Environment Variables and Client Configuration

Configure OpenSearch connection details for OpenRAG using environment variables. Learn how OpenRAG initializes an AsyncOpenSearch client with HTTPS and basic auth for seamless integration.

how-to-guide
Mar 13, 2026
How to Configure OpenRAG Using Environment Variables: A Complete Guide

Learn how to configure OpenRAG using environment variables. Easily control vector stores, LLM providers, and more via a single .env file for seamless integration. Get the complete guide.

how-to-guide
Mar 13, 2026
How to Ingest Documents Using the OpenRAG Public API v1

Easily ingest documents with the OpenRAG Public API v1 using its POST /v1/documents/ingest endpoint. Learn how to leverage Langflow pipelines or traditional uploads for efficient document processing. Get started today.

how-to-guide
Mar 13, 2026
How to Use the OpenRAG Public API v1 for Semantic Search

Learn to use the OpenRAG Public API v1 for semantic search. Explore the POST endpoint for hybrid search combining vector similarity and keyword matching.

how-to-guide
Mar 13, 2026
How to Manage Connectors Using the OpenRAG API: Complete Developer Guide

Easily manage OpenRAG connectors via the REST API. This guide covers persistence, OAuth, file sync, and webhook processing for Google Drive and SharePoint integrations.

how-to-guide
Mar 13, 2026
How to Use the OpenRAG API for Knowledge Filter Management: A Complete Guide

Master OpenRAG API knowledge filter management with this guide. Learn to create, search, update, and delete reusable query bundles in OpenSearch for efficient data querying.

how-to-guide
Mar 13, 2026
How to Upload and Manage Documents Using the OpenRAG API

Easily upload manage and delete documents using the OpenRAG API. Learn how to ingest files monitor async processing and remove documents efficiently.

how-to-guide
Mar 13, 2026
OpenRAG API Endpoints for Chat Operations: Complete Developer Guide

Explore OpenRAG API endpoints for chat operations. Access the public v1 chat API and internal routes from the Langflow AI repository to integrate chat functionality seamlessly.

api-reference
Mar 13, 2026
How to Manage Background Tasks with TaskService in OpenRAG

Master background task management in OpenRAG with TaskService. Learn how to efficiently orchestrate long-running file ingestion jobs using asyncio and concurrent processing.

how-to-guide
Mar 13, 2026

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