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AI · May 25, 2026

SwarnDB

Vector database that thinks in graphs

What it does

SwarnDB is a Rust vector database that adds a virtual graph layer and 15+ built-in vector math operations on top of HNSW search. Query vectors, traverse the relationships SwarnDB computes for you, and run analytics like k-means or PCA, all in one engine.

Does a similar job

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  • HO
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    Hey HN, we want to share HelixDB (https://github.com/HelixDB/helix-db/), a project a college friend and I are working on. It’s a new database that natively intertwines graph and vector types, without sacrificing performance. It’s written in Rust and our initial focus is on supporting RAG. Here’s a video runthrough: https://screen.studio/share/szgQu3yq. Why a hybrid? Vector databases are useful for similarity queries, while graph databases are useful for relationship queries. Each stores data in a way that’s best for its main type of query (e.g.…

  • HA
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