Meilisearch vs Qdrant
A side-by-side comparison of two self-hosted search engines options — licensing, setup difficulty, resource needs, and what each one replaces.
Meilisearch
Fast, typo-tolerant search engine for applications
VS
Qdrant
High-performance open-source vector search engine
| Feature | Meilisearch | Qdrant |
|---|---|---|
| Deploy effort | Under-an-hour setup | Under-an-hour setup |
| Health score | 100 · Excellent | 98 · Excellent |
| Category | Search Engines | Search Engines |
| License | MIT | Apache-2.0 |
| Language | Rust | Rust |
| Setup difficulty | Easy | Medium |
| Min. RAM | 256 MB | 512 MB |
| Deployment | docker, kubernetes, binary | docker, kubernetes, helm |
| GitHub stars | ★ 59,391 | ★ 34,775 |
| First released | 2018 | 2021 |
| Replaces | Algolia, Elasticsearch | Pinecone, Algolia |
What are Meilisearch and Qdrant?
Meilisearch
Meilisearch is an open-source, lightning-fast search engine designed for instant, typo-tolerant search-as-you-type experiences. It is easy to integrate via its REST API and ships as a single binary.
- Typo-tolerant instant search
- Single binary deployment
- Faceted search and filtering
- Simple REST API
Qdrant
Qdrant is an open-source vector similarity search engine and database written in Rust. It powers semantic search, recommendations and retrieval-augmented generation with a convenient API.
- Fast vector similarity search
- Payload filtering with vectors
- Distributed clustering
- REST and gRPC APIs
Meilisearch vs Qdrant: key differences
Both projects are written in Rust. Licensing differs — MIT for Meilisearch versus Apache-2.0 for Qdrant. Meilisearch is the lighter option, starting around 256 MB of RAM against 512 MB for Qdrant. Meilisearch is the more established project (first released 2018), while Qdrant arrived in 2021.
Why pick each one
Choose Meilisearch if…
- Extremely easy to set up
- Fast and lightweight
Watch out for
- Fewer features than Elasticsearch
Choose Qdrant if…
- Excellent performance
- Easy to deploy
Watch out for
- Specialized for vector workloads
Frequently asked questions
Is Meilisearch or Qdrant better?
Meilisearch is the stronger all-round pick: it has both the larger community and the simpler easy setup. Consider Qdrant if its specific feature set fits your needs better.
Are Meilisearch and Qdrant free and open-source?
Yes. Meilisearch is licensed under MIT and Qdrant under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Meilisearch and Qdrant with Docker?
Meilisearch: yes. Qdrant: yes.
Which is lighter on resources, Meilisearch or Qdrant?
Meilisearch has the smaller minimum footprint at 256 MB of RAM, compared to about 512 MB for Qdrant. Real-world usage depends on library size, user count, and enabled features.