Qdrant vs Stork
A side-by-side comparison of two self-hosted search engines options — licensing, setup difficulty, resource needs, and what each one replaces.
Qdrant
High-performance open-source vector search engine
VS
Stork
Fast, accessible static site search in WebAssembly
| Feature | Qdrant | Stork |
|---|---|---|
| Deploy effort | Under-an-hour setup | Read-the-docs project |
| Health score | 98 · Excellent | 18 · At risk |
| Category | Search Engines | Search Engines |
| License | Apache-2.0 | Apache-2.0 |
| Language | Rust | Rust |
| Setup difficulty | Medium | Easy |
| Min. RAM | 512 MB | 64 MB |
| Deployment | docker, kubernetes, helm | binary, source |
| GitHub stars | ★ 34,775 | ★ 2,760 |
| First released | 2021 | 2019 |
| Replaces | Pinecone, Algolia | Algolia |
What are Qdrant and Stork?
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
Stork
Stork is an open-source tool that builds a search index from your content and serves instant search on static sites using WebAssembly. It is small, fast, and requires no server-side component.
- WebAssembly search
- Static index files
- No backend
- Accessible UI
Qdrant vs Stork: key differences
Both projects are written in Rust. Stork is the lighter option, starting around 64 MB of RAM against 512 MB for Qdrant. Stork is the more established project (first released 2019), while Qdrant arrived in 2021. Qdrant has the considerably larger community, at 34,775 GitHub stars versus 2,760. Qdrant lists first-class Docker deployment; Stork does not.
Why pick each one
Choose Qdrant if…
- Excellent performance
- Easy to deploy
Watch out for
- Specialized for vector workloads
Choose Stork if…
- Instant client-side results
- Easy integration
Watch out for
- Best for smaller sites
- Manual index builds
Frequently asked questions
Is Qdrant or Stork better?
Neither is universally better. Qdrant has the larger community, while Stork is simpler to set up (easy difficulty). Choose based on the comparison table above and your own setup.
Are Qdrant and Stork free and open-source?
Yes. Qdrant is licensed under Apache-2.0 and Stork under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Qdrant and Stork with Docker?
Qdrant: yes. Stork: check the project docs for container support.
Which is lighter on resources, Qdrant or Stork?
Stork has the smaller minimum footprint at 64 MB of RAM, compared to about 512 MB for Qdrant. Real-world usage depends on library size, user count, and enabled features.