
ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
The Lens
By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.
Updated Sep 2026
RAGFlow is a retrieval-augmented generation engine built around deep document understanding, and it has grown into an agent platform on top of that. It handles the messy parts of RAG other frameworks hand-wave past: PDFs with tables, slides, spreadsheets and scanned images, with MinerU and Docling parsing. Recent releases added knowledge compilation into wikis, graphs and mind maps, agent memory, and delivery into chat apps like Discord, Telegram and Line. Apache 2.0.
Self-hosting is a real project, not a docker run. You need 4+ CPU cores, 16+ GB RAM, 50+ GB disk, and x86 hardware, since there are no ARM64 images. The compose file brings up RAGFlow plus MySQL, Redis, object storage and a search backend: Elasticsearch by default, with Infinity, OpenSearch and OceanBase among the options. Template-based chunking is still the killer feature: you see and adjust how documents are split before they reach the index.
Solo developers and small teams that want full control can self-host for free. Everyone else can use RAGFlow Cloud, currently $29/mo for 5 seats on Starter or $129/mo for 20 seats on Pro, with Enterprise adding on-premises or bring-your-own-cloud deployment.
The catch is operational weight. Just chatting with a few documents? LlamaIndex or LangChain over a simple vector store ships faster. Note that v0.27 pulled the old GraphRAG and RAPTOR features from the UI, so check tutorials against your version.
Free vs Self-Hosted vs Paid
free self hosted paid cloudFree tier: Apache 2.0 when self-hosted: deep-document parsing (tables, slides, spreadsheets, scans) with MinerU and Docling, template chunking with visual review, traceable citations, agentic RAG, knowledge compilation (wiki, graph, tree, mind map, timeline), agent memory, data connectors, chat-channel delivery, and an MCP server that is off by default. RAGFlow Cloud also has a free plan: 5 apps, 1 seat, 0.1 GB storage and 500 credits a month, without API access.
Self-hosted: Real ops. 4+ cores, 16+ GB RAM, 50+ GB disk, Docker 24+ with Compose 2.26.1+, vm.max_map_count of at least 262144, and x86 hardware only. The stack runs RAGFlow with MySQL, Redis, object storage and a search engine (Elasticsearch by default; Infinity, OpenSearch, OceanBase and others supported). gVisor is needed only for the code executor sandbox.
Paid: RAGFlow Cloud Starter is currently $29/mo (listed down from $59) for 50 apps, 5 seats, 5 GB storage, 5,000 credits and API access. Pro is currently $129/mo (down from $259) for unlimited apps, 20 seats, 50 GB and 20,000 credits. Enterprise is custom, with bring-your-own-cloud or on-premises deployment, dedicated support and a custom SLA.
Free under Apache 2.0 if you can run the stack. RAGFlow Cloud is currently $29/mo for 5 seats or $129/mo for 20.
What to do by team size
- Solo
- free self-hosted, or the free cloud plan to try it
- Small team
- free self-hosted, or Starter at $29/mo
- Medium team
- Pro at $129/mo for up to 20 seats, or self-host with an ops owner
- Large team
- Enterprise for BYOC or on-prem, or self-host
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