ness-e

ness-e/Vantadb

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

25 good first / help-wanted issues · Rust · last activity Jul 27, 2026

2 stars 0 forks 2 watchers Rust Apache License 2.0
ai bm25 database embedded-database hnsw hybrid-search local-first pyo3 python rust vector-search wal
25 Open Issues Need Help Last updated: Jul 27, 2026

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good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
good first issue ci
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal
documentation good first issue
ness-e/Vantadb
2

Embedded persistent memory and vector retrieval engine for local-first AI apps, with HNSW, BM25, and RRF hybrid retrieval.

Rust
#ai#bm25#database#embedded-database#hnsw#hybrid-search#local-first#pyo3#python#rust#vector-search#wal