Top Rust Vector databases repositories on GitHub
Embedding stores and approximate nearest-neighbour search engines. Filtered to projects whose primary language is Rust.
Ranked by stars across 49 Rust repositories tagged vector-database. Refreshed daily.
- 1meilisearch/meilisearch★ 58,212 · ⑂ 2,576
A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
- search-engine
- typo-tolerance
- site-search
- database
- enterprise-search
- search
- 2qdrant/qdrant★ 32,504 · ⑂ 2,407
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
- neural-network
- search-engine
- knn-algorithm
- hnsw
- vector-search
- nearest-neighbor-search
- 3memvid/memvid★ 15,674 · ⑂ 1,355
Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.
- ai
- context
- embedded
- faiss
- knowledge-base
- knowledge-graph
- 4databendlabs/databend★ 9,346 · ⑂ 886
Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
- rust
- database
- serverless
- bigdata
- snowflake
- ai
- 5postgresml/postgresml★ 6,802 · ⑂ 362
Postgres with GPUs for ML/AI apps.
- ml
- machine-learning
- ai
- ann
- artificial-intelligence
- classification
- 6HelixDB/helix-db★ 5,421 · ⑂ 303
HelixDB is an OLTP graph-vector database built in Rust.
- ai
- cli
- database
- databases
- graph-database
- helix
- 7tensorchord/pgvecto.rs★ 2,175 · ⑂ 84
Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database.
- llm
- vector
- vector-database
- faiss
- nearest-neighbor-search
- gpt
- 8SeekStorm/SeekStorm★ 1,894 · ⑂ 66
SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
- enterprise-search
- full-text-search
- search
- search-engine
- search-server
- search-service
- 9supervc-stack/VectorChord★ 1,701 · ⑂ 64
Scalable, fast, and disk-friendly vector search in Postgres, the successor of pgvecto.rs.
- artificial-intelligence
- llmops
- postgresql
- vector-database
- vector-search
- 10StarlightSearch/EmbedAnything★ 1,263 · ⑂ 138
Highly Performant, Modular, Memory Safe and Production-ready Inference, Ingestion and Indexing built in Rust 🦀
- machine-learning
- indexing
- rag
- rust
- information-retrieval
- vector-database
- 11elastic/mcp-server-elasticsearch★ 675 · ⑂ 141
- elasticsearch
- mcp
- mcp-server
- vector-database
- 12slothflowlabs/duckle★ 571 · ⑂ 35
Local-first ETL/ELT studio: a drag-and-drop visual pipeline designer that compiles to SQL and runs on DuckDB. Tiny desktop app, no servers, git-friendly workspaces.
- data-engineering
- data-integration
- data-pipeline
- data-quality
- desktop-app
- drag-and-drop
- 13lightonai/next-plaid★ 498 · ⑂ 57
NextPlaid, ColGREP: Multi-vector search, from database to coding agents.
- agentic-rag
- cli
- grep
- multi-vector
- vector-database
- 14m1guelpf/tinyvector★ 433 · ⑂ 25
A tiny embedding database in pure Rust.
- embeddings
- embeddings-similarity
- machine-learning
- rust
- search-engines
- similarity-search
- 15edwinkys/oasysdb★ 376 · ⑂ 14
In-memory vector store with efficient read and write performance for semantic caching and retrieval system. Redis for Semantic Caching.
- open-source
- vector-database
- approximate-nearest-neighbors
- similarity-search
- vector-search
- ivfpq
- 16not-pizza/victor★ 261 · ⑂ 7
Web-optimized vector database (written in Rust).
- embeddings
- indexeddb
- pca
- vector-database
- wasm
- 17oramasearch/oramacore★ 252 · ⑂ 23
OramaCore is the complete runtime you need for your projects, answer engines, copilots, and search. It includes a fully-fledged full-text search engine, vector database, LLM interface, and many more utilities.
- fulltext-search
- inference
- llms
- vector-database
- vector-search
- 18nubskr/satoriDB★ 241 · ⑂ 18
High performance embedded vector database
- database
- embeddings
- rust
- vector-database
- ai
- document-retrieval
- 19varun29ankuS/shodh-memory★ 219 · ⑂ 32
Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fully offline.
- ai-agents
- rust
- claude
- knowledge-graph
- mcp
- local-first
- 20deven96/ahnlich★ 193 · ⑂ 23
Suite of tools containing an in-memory vector datastore and AI proxy
- cache
- cli
- inmemory-db
- python
- rust
- storage
- 21yantrikos/yantrikdb-server★ 162 · ⑂ 9
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTTP cluster.
- ai-agents
- clustering
- cognitive-memory
- database
- llm
- mcp
- 22TusKANNy/seismic★ 130 · ⑂ 12
Official repository of the Seismic library.
- information-retrieval
- rust-library
- vector-database
- vector-search
- 23nambok/mentedb★ 100 · ⑂ 4
A cognition aware database engine for AI agent memory. Purpose built in Rust with WAL, HNSW, knowledge graphs, and speculative context pre assembly. Not a wrapper, a ground up storage engine that thinks.
- agent-memory
- ai
- ai-agents
- cognitive-architecture
- context-window
- database
- 24nnethercott/hannoy★ 83 · ⑂ 11
Production-ready KV-backed HNSW implementation in Rust using LMDB
- hnsw
- rust
- vector-database
- lmdb
- approximate-nearest-neighbor-search
- diskann
- 25topk-io/topk★ 77 · ⑂ 3
High-quality search for AI-native applications.
- search
- agent
- context
- documents
- unstructured
- hybrid-search
Find Rust engineers shipping Vector databases
The list above ranks the most-starred public Rust repositories tagged with the Vector databases topic, drawn from the public GitHub graph. Across 49 matching repositories, the contributors are a tight cluster of engineers with both Rust chops and real Vector databases experience.
That overlap is rare. Most Rust engineers haven’t shipped Vector databases, and most Vector databases maintainers don’t write Rust. The people on this list’s contributor graph are the ones who do both.
Refolk turns this list into a search. Ask for “Rust Vector databases maintainers hiring” or “Rust engineers shipping Vector databases in 2025” and Refolk returns a ranked shortlist with the commits, profiles, and projects behind each name.
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