# RAGFlow

> A retrieval-augmented generation framework with agent capabilities for building production AI systems

- **Canonical URI:** https://www.vioscale.ai/software/ragflow
- **Category:** RAG Tools
- **Homepage:** https://ragflow.io
- **Also known as:** ragflow
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-19T18:32:19.283Z

## Vioscale score

**27.3 / 100**, confidence 15% (low). Computed 2026-09-01.

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 0 | 0.052 | 0 | - |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 0 | 0.04877777777777778 | 0 | - |
| integrations | 32 | 0.04066666666666666 | 1.3 | ✓ |
| security_posture | 0 | 0.073 | 0 | - |
| pricing_transparency | 25 | 0.084 | 2.1 | ✓ |

## About

An AI platform that combines retrieval-augmented generation with autonomous agent features, enabling developers to create production-ready AI systems from complex data sources. It supports multiple deployment models (cloud or self-hosted Docker), integrates with various LLM providers and data sources, and provides streamlined workflows for enterprises of any scale.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Cloud / SaaS, Self-hosted

## Integrations (12)

_Independently observed._

- Discord
- Feishu
- Telegram
- Line
- Confluence
- S3
- Notion
- Google Drive
- OpenAI
- DeepSeek
- Gemini
- OpenClaw

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.free_tier | yes | [link](https://ragflow.io) | 2026-08-17 | 48% (low) |
| pricing.model | freemium | [link](https://ragflow.io) | 2026-08-17 | 80% (high) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 12 | [link](https://ragflow.io) | 2026-08-19 | 60% (medium) |

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*Source: Vioscale (https://www.vioscale.ai/software/ragflow). Independent, evidence-based software intelligence. Cite the canonical URI.*