# ruvnet/ruflo vs SwarmVault — Fit & Features

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

Compare ruvnet/ruflo and SwarmVault by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### ruvnet/ruflo
🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code /.
Best fit: People and teams evaluating ai memory & retrieval for a specific workflow.
- Conversational interface
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 ruvnet/ruflo profile](https://trutool.co/tools/ruvnet-ruflo): Read ruvnet/ruflo 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