Qdrant vs Summa

A side-by-side comparison of two self-hosted search engines options — licensing, setup difficulty, resource needs, and what each one replaces.

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FeatureQdrantSumma
CategorySearch EnginesSearch Engines
LicenseApache-2.0MIT
LanguageRustRust
Setup difficultyMediumMedium
Min. RAM512 MB256 MB
Deploymentdocker, kubernetes, helmdocker, binary
GitHub stars★ 33,837★ 291
First released20212021
ReplacesPinecone, AlgoliaElasticsearch

Why pick each one

Choose Qdrant if…

  • Excellent performance
  • Easy to deploy
Qdrant details

Choose Summa if…

  • Released under the MIT license
  • First-class Docker support for quick deployment
  • Written in Rust
  • Tiny footprint — runs in 256 MB RAM
Summa details

Frequently asked questions

Is Qdrant or Summa better?

Neither is universally better. Qdrant has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.

Are Qdrant and Summa free and open-source?

Yes. Qdrant is licensed under Apache-2.0 and Summa under MIT. Both can be self-hosted at no software cost.

Can I run Qdrant and Summa with Docker?

Qdrant: yes. Summa: yes.

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