# RAGFlow vs SwarmVault — Fit & Features

Canonical: https://trutool.co/compare/ragflow-vs-swarmvault
Author: Snehil (https://trutool.co/authors/snehil)

Compare RAGFlow and SwarmVault by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### RAGFlow
RAGFlow is a open-source Retrieval-Augmented Generation (RAG) engine that fuses RAG with Agent capabilities to create a superior context layer for LLMs.
Best fit: People and teams evaluating ai memory & retrieval for a specific workflow.
- Knowledge workflows
Before you choose: Test a representative task, inspect outputs, and confirm integrations, permissions, data handling, licensing, and current costs.
Pricing: https://github.com/pricing
- [Read RAGFlow profile](https://trutool.co/tools/ragflow): Read RAGFlow profile

### SwarmVault
The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management, AI second brain, and durable Claude Code / Codex /.
Best fit: People and teams evaluating ai memory & retrieval for a specific workflow.
- Knowledge workflows
Before you choose: Test a representative task, inspect outputs, and confirm integrations, permissions, data handling, licensing, and current costs.
Pricing: https://github.com/pricing
- [Read SwarmVault profile](https://trutool.co/tools/swarmvault): Read SwarmVault profile