# SwarmVault vs WFGY — Fit & Features

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

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

## Compare fit, features, and limitations

### 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

### WFGY
WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg.
Best fit: People and teams evaluating ai memory & retrieval for a specific workflow.
- Core product workflow
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 WFGY profile](https://trutool.co/tools/wfgy): Read WFGY profile