---
title: Use RAGFlow as a retrieval and context layer for agent workflows
slug: use-ragflow-as-a-retrieval-and-context-layer-for-agent-workflows
description: RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine built on deep document understanding. Use it as a retrieval and context layer for agent workflows to ground LLM responses in your own documents, APIs, and knowledge bases.
github_stars: 79794
verification: security_reviewed
source: https://github.com/infiniflow/ragflow
category: Data Extraction & Transformation
framework: Multi-Framework
tool_ecosystem:
  github_repo: infiniflow/ragflow
  github_stars: 79794
---
# Use RAGFlow as a retrieval and context layer for agent workflows

RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine built on deep document understanding. Use it as a retrieval and context layer for agent workflows to ground LLM responses in your own documents, APIs, and knowledge bases.

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/use-ragflow-as-a-retrieval-and-context-layer-for-agent-workflows/)