---
title: Build document-grounded agent context workflows with RAGFlow
slug: build-document-grounded-agent-context-workflows-with-ragflow
description: Use RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows.
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
---
# Build document-grounded agent context workflows with RAGFlow

Use RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows.

## Installation

1. Clone this skill repository.
2. Open this skill folder.
3. Review prerequisites and setup needs.
4. Install required dependencies.
5. Run and test in your environment.

## Source

- [GitHub](https://github.com/infiniflow/ragflow)
- [Agent Skill Exchange](https://agentskillexchange.com/skills/build-document-grounded-agent-context-workflows-with-ragflow/)