# Milvus / Zilliz — AI Tool Profile
> Source: https://agentrobbies.com/tools/milvus-vector-db
> Ecosystem: AGENT-INFRA | Verified: 2026-10-11
> 100% Independent Listing • Zero Affiliate Links

## Description
Highly scalable, distributed open-source vector database designed for handling billions of embedding vectors with hardware-accelerated GPU indexing.

## Access & Pricing
Open source on GitHub; Zilliz Cloud fully managed serverless.

## Key Capabilities
- Scales horizontally to multi-billion vector collections
- GPU-accelerated indexing with NVIDIA RAFT / CAGRA
- Multi-tenancy and enterprise role-based access control (RBAC)

## Alternatives & Replaces
- Legacy search clusters

## Robbie's Take
**Robbie's Practical Take:** Evaluated independently for utility and transparency. Test against a controlled baseline workload before integrating into mission-critical production pipelines.

## Direct Link
https://milvus.io