Enterprise DNA
O Open Source Observability medium

Milvus

by Community

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

M

OSS

Milvus

Added 1 June 2026

#anns #cloud-native #diskann #distributed #embedding-database #embedding-similarity #embedding-store #faiss

Overview

Milvus is an open-source vector database written in Go that performs approximate nearest neighbor (ANN) search at scale. It handles high-dimensional vector indexing and retrieval for applications like semantic search, recommendation systems, and similarity matching. Designed for cloud-native deployment, it supports distributed architectures and multiple index types.

Best for

Best for
Teams building search or recommendation features who need to manage vector data at scale and prefer open-source control over managed services.

Use cases

  • Semantic search over embeddings from LLMs
  • Recommendation engines based on vector similarity
  • Image or document retrieval by learned representations

Notes

Milvus is an open-source vector database written in Go that performs approximate nearest neighbor (ANN) search at scale. It handles high-dimensional vector indexing and retrieval for applications like semantic search, recommendation systems, and similarity matching. Designed for cloud-native deployment, it supports distributed architectures and multiple index types.

44,579 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.

Use cases

  • Semantic search over embeddings from LLMs
  • Recommendation engines based on vector similarity
  • Image or document retrieval by learned representations

Pros

  • High throughput ANN search with tunable accuracy-speed tradeoffs
  • Cloud-native design with horizontal scaling support
  • Active open-source community with 44k+ GitHub stars

Cons

  • Requires operational overhead to deploy and maintain in production
  • Learning curve for index tuning and configuration optimization
  • Separate system to integrate alongside existing data infrastructure

Indexed from awesome-llmops and enriched against its public facts.

Pros

  • High throughput ANN search with tunable accuracy-speed tradeoffs
  • Cloud-native design with horizontal scaling support
  • Active open-source community with 44k+ GitHub stars

Cons

  • Requires operational overhead to deploy and maintain in production
  • Learning curve for index tuning and configuration optimization
  • Separate system to integrate alongside existing data infrastructure

Pairs with

Other entries in the index that connect to this one. Click through to see the chain.

Used by10entries
M MCP Dev low

nicholasglazer/gnosis-mcp

Various

Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)

★ 23 updated 1mo ago
M MCP Dev low

rocketride-org/rocketride-server

Various

High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent

★ 3,737 updated 1mo ago
M MCP Dev low

shinpr/mcp-local-rag

Various

Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

★ 290 updated 1mo ago
M MCP Dev low

sirmews/mcp-pinecone

Various

Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG

★ 149 updated 1y ago
M MCP Dev low

VoxellInc/forge-mcp

Various

[](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Official MCP server for Forge, Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 256

★ 0 updated 1mo ago
M MCP Dev low

zilliztech/mcp-server-milvus

Various

Model Context Protocol Servers for Milvus

★ 232 updated 2mo ago
O OSS Framework medium

Dify

Community

Production-ready platform for agentic workflow development.

★ 143,435 updated 1mo ago
O OSS Orchestration medium

Llmware

Community

Unified framework for building enterprise RAG pipelines with small, specialized models

★ 14,848 updated 1mo ago
O OSS Obs medium

Semantic Cache Router

Community

Distributed semantic cache and stateful routing system that cuts LLM API costs by returning cached responses for semantically similar queries. Uses ANN vector search (cosine ≥ 0.8)

★ 1 updated 3mo ago
O OSS Obs medium

semantic-coverage

Community

Automated detection of knowledge gaps and blind spots in RAG vector stores.

★ 12 updated 6mo ago
Pairs with8entries
Alternatives12entries
O OSS Obs medium

AquilaDB

Community

An easy to use Neural Search Engine. Index latent vectors along with JSON metadata and do efficient k-NN search.

★ 380 updated 2y ago
O OSS Obs medium

Awadb

Community

AI Native database for embedding vectors

★ 175 updated 1y ago
O OSS Obs medium

Chroma

Community

Search infrastructure for AI

★ 28,173 updated 1mo ago
O OSS Obs medium

deeplake

Community

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

★ 9,150 updated 1mo ago
O OSS Obs medium

Marqo

Community

Ecommerce Search and Discovery - marqo.ai

★ 5,022 updated 3mo ago
O OSS Obs medium

pgvector

Community

Open-source vector similarity search for Postgres

★ 21,551 updated 1mo ago
O OSS Obs medium

Pinecone

Community

Search through billions of items for similar matches to any object, in milliseconds. It’s the next generation of search, an API call away.

O OSS Obs medium

Qdrant

Community

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/

★ 31,735 updated 1mo ago
O OSS Obs medium

Rivestack

Community

Managed pgvector on dedicated PostgreSQL with NVMe storage. 2,000 QPS at sub-4ms p50, from $35/month, migration help from Supabase, Neon, Pinecone, and self-hosted.

O OSS Obs medium

Vald

Community

Vald. A Highly Scalable Distributed Vector Search Engine

★ 1,704 updated 1mo ago
O OSS Obs medium

Vearch

Community

Distributed vector search for AI-native applications

★ 2,310 updated 1mo ago
O OSS Obs medium

Weaviate

Community

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance an

★ 16,258 updated 1mo ago
Free 27-page guide

Get the free Developer’s Field Guide

A 27-page field guide to the AI coding workflow with Claude. Claude Code, MCP servers, the prompt patterns that work, and what to delegate. Free.

Enter your work email. We send it straight over, plus a few short notes worth knowing. Unsubscribe any time.

No spam. Unsubscribe any time.