Open source · Vector databases
Open-source vector databases
There are 6 open-source vector databases worth knowing about, led by Weaviate and Qdrant. They are most often used to replace Pinecone. All can be self-hosted, which removes per-seat pricing entirely — but only pays off if someone on your side will own updates, backups and security patches.
Reviewed 2026-07-28 All open-source alternatives How we compare Full catalog
The projects
| Project | What it is | Commonly replaces | Source |
|---|---|---|---|
| Weaviate | Open-source vector database with hybrid search. | Pinecone | repo ↗ |
| Qdrant | Rust vector database built for filtered search at scale. | Pinecone | repo ↗ |
| Chroma | The embedding database that starts as an import. | Pinecone | repo ↗ |
| Milvus | Distributed vector database for billion-scale collections. | Pinecone | repo ↗ |
| pgvector | Vector search inside the Postgres you already run. | Pinecone | repo ↗ |
| LanceDB | Embedded vector store that works straight off object storage. | Pinecone | repo ↗ |
Pinecone 
Don't self-host if…
- Nobody has agreed to own patching — an unmaintained service facing the internet is a liability
- You have never tested restoring from a backup of anything
- The tool would hold data whose loss would genuinely hurt, with no second copy
- Your team's time is worth more than the subscription you are trying to avoid
We list these because they are often the right answer. We say this because they are not always the right answer.
Questions people actually ask
What is the best open-source vector database?
Weaviate is the most widely deployed of the 6 projects here — open-source vector database with hybrid search. The honest answer depends less on features than on operations: the best one is whichever your team will actually keep patched and backed up.
Are open-source vector databases really free?
The software is free; running it is not. Budget roughly $5–20 a month for a small server, plus your own time for updates, backups and security patching. You are swapping a subscription for maintenance work, which is a good trade only if someone will actually do the work.
Can I self-host without a sysadmin?
Often yes, with Docker and a managed VPS. Several of these projects also sell a hosted version, which keeps the open-source licence and data-ownership benefits without the maintenance burden — at that point you are comparing their price against the commercial incumbent's.
Is open source safe for business use?
Widely deployed open-source software is not inherently less secure — the code is inspectable, which is an advantage. The genuine risk is operational: an unpatched self-hosted service facing the internet is far more dangerous than a maintained SaaS product. Security depends on your discipline, not the licence.
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- Open-source workflow automation 4
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- Open-source team chat 4
- Open-source project management 7
- Open-source notes & knowledge 8
- Open-source no-code databases 5
- Open-source API clients 3
- Open-source identity & SSO 5
- Open-source hosting & PaaS 4
- Open-source web analytics 4
- Open-source design & whiteboards 3
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- Open-source BI & dashboards 4
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- Open-source AI agent frameworks 10
- Open-source graphics & photo editing 4
- Open-source git hosting 3
- Open-source containers & runtimes 5
- Open-source website builders 3
- Open-source AI chat assistants 3
- Open-source AI coding assistants 6
- Open-source AI image generation 3
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- Open-source LLM gateways & observability 5
- Open-source local LLM runners 5