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vearch

Distributed vector database with hybrid vector and scalar-filter search

Stars
2.3k
License
Apache-2.0
Last commit
Jul 2026
Last release
Feb 2026
Language
Python
Stars, last 29 weeks+45
21 Apr 2026: 2,289 stars28 Apr 2026: 2,291 stars5 May 2026: 2,293 stars12 May 2026: 2,297 stars19 May 2026: 2,299 stars26 May 2026: 2,300 stars2 Jun 2026: 2,304 stars9 Jun 2026: 2,307 stars16 Jun 2026: 2,309 stars23 Jun 2026: 2,309 stars30 Jun 2026: 2,310 stars7 Jul 2026: 2,311 stars14 Jul 2026: 2,312 stars21 Jul 2026: 2,312 stars28 Jul 2026: 2,315 stars4 Aug 2026: 2,316 stars11 Aug 2026: 2,317 stars18 Aug 2026: 2,320 stars25 Aug 2026: 2,321 stars1 Sept 2026: 2,324 stars8 Sept 2026: 2,327 stars15 Sept 2026: 2,328 stars22 Sept 2026: 2,329 stars29 Sept 2026: 2,331 stars6 Oct 2026: 2,332 stars13 Oct 2026: 2,332 stars20 Oct 2026: 2,332 stars27 Oct 2026: 2,333 stars3 Nov 2026: 2,334 stars10 Nov 2026: 2,334 stars

2,289 on 21 Apr 20262,334 on 10 Nov 2026

From GitHub's daily star counts.

Checked on GitHub.

Overview

Vearch is a distributed vector database for similarity search over embeddings. A Router exposes a REST API (upsert, delete, search, query), a Master manages schema and cluster metadata, and PartitionServers run the Gamma engine, built on faiss, with raft replication. It ships SDKs for Python, Go, Java and Rust, plus integrations for LangChain and LlamaIndex.

Who it is for: Engineers self-hosting a vector store for RAG or image similarity search

Strengths

  • Combines vector search with scalar filtering in one query
  • Raft-based replication and scale-out across Master, Router and PartitionServer roles
  • SDKs for Python, Go, Java and Rust, plus LangChain and LlamaIndex integrations
  • Helm chart and Docker Compose profiles for standalone and cluster modes

Weaknesses

  • Cluster mode needs several components, which is heavier than an embedded vector store
  • README gives no benchmarks beyond a 'millions of objects in milliseconds' claim
  • Visual search demo needs a separate image retrieval plugin

Quick answers

Is vearch open source?

Yes. Its code is on GitHub under the Apache-2.0 license.

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