# Qdrant vs SwarmVault — Fit & Features

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

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

## Compare fit, features, and limitations

### Qdrant
Build vector search and retrieval systems with an open-source vector database.
Best fit: Developers building grounded assistants with persistent context and retrieval.
- Vector search
- Metadata filtering
- Embedding storage
Before you choose: Test retrieval quality, deletion behavior, access boundaries, and retention. Compare hosting and embedding costs for your data.
Pricing: https://qdrant.tech
- [Read Qdrant profile](https://trutool.co/tools/qdrant): Read Qdrant 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