Cognee is free, with no paid plan attached. RAGFlow is free, with no paid plan attached. Both are listed under Agent Memory & RAG-as-a-Service, so this is a like-for-like comparison. Neither is ranked above the other — Flocci carries no sponsored placement.
Cognee is free, with no paid plan attached and is listed for open-source memory platform that turns data into a knowledge graph plus vectors for agents. RAGFlow is free, with no paid plan attached and is listed for open-source RAG engine with deep document parsing and agent workflows. Both sit in Agent Memory & RAG-as-a-Service.
Neither — Cognee and RAGFlow are both free, so the choice comes down to capability rather than cost. Both entries list what they uniquely do above.
Choose Cognee if you need open-source memory platform that turns data into a knowledge graph plus vectors for agents; choose RAGFlow if you need open-source RAG engine with deep document parsing and agent workflows. Flocci AI Tools does not rank one above the other — it shows both feature sets side by side and lets the requirement decide.
| Cognee | RAGFlow | |
|---|---|---|
| Pricing tier | Free | Free |
| Free to start | Yes | Yes |
| Category | AI Agents & Automation | AI Agents & Automation |
| Type | Agent Memory & RAG-as-a-Service | Agent Memory & RAG-as-a-Service |
| Listed capabilities |
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| Tags | cognee, ai agent memory open source, knowledge graph memory, graph rag memory layer | ragflow, open source rag engine, deep document understanding rag, self hosted rag |
| Website | cognee.ai | ragflow.io |
| Full page | Cognee details → | RAGFlow details → |
| Alternatives | Cognee alternatives → | RAGFlow alternatives → |