· Retrieval/ Head to head

pgvector vs Qdrant

Both are open source retrieval options with comparable terms, so the choice comes down to which model of the problem you prefer — compare the descriptions below rather than the licence.

pgvector

Vector search inside the Postgres you already run.

Open source · can be self-hosted

Correct default under roughly ten million vectors. Reach for a dedicated store when it stops being.

Qdrant

Rust vector database with strong payload filtering, self-host or cloud.

Open source · freemium · can be self-hosted · SDKs for Python and TypeScript

· Side by side/ 2 of 6 differ
pgvectorQdrant
LicenceOpen sourceOpen source
Pricingopen sourcefreemium
Self-hostableYesYes
LanguagesAny languagePython, TypeScript
Install
Keys requiredNoneNone
· Common questions/ FAQ

What is the difference between pgvector and Qdrant?

Both are open source retrieval options with comparable terms, so the choice comes down to which model of the problem you prefer — compare the descriptions below rather than the licence. pgvector: Vector search inside the Postgres you already run. Qdrant: Rust vector database with strong payload filtering, self-host or cloud.

Can pgvector and Qdrant be self-hosted?

pgvector can run on your own infrastructure. Qdrant can run on your own infrastructure.

Are pgvector and Qdrant open source?

pgvector is open source (open source). Qdrant is open source (freemium).

Build a stack with pgvectorAll retrieval options
· For agents/ This page, machine-readable

Every page here answers to Accept: text/markdown and returns the same content at roughly a tenth the tokens. No separate site, no toggle — same URL.

curl -s -H "Accept: text/markdown" https://newagent.build/compare/pgvector-vs-qdrant