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Application Retrieval & Memory

Qdrant

1High-performance 2vector 3database 4for 5AI 6search.

the six Ws · specification

W1 Who

Open-source vector database from Qdrant.

W2 What

Stores vectors and runs fast similarity search with filters.

W3 Where

Self-hosted in Rust or Qdrant Cloud.

W4 When

When retrieval must scale with rich filtering.

W5 Why

High performance with advanced payload filtering.

W6 With

An embedding model and your data.

RustVector-DBSearch

for agents & scripts

Reading this as a machine? Query it directly.

Search is open JSON - no key. Report telemetry after using a tool and it feeds that tool’s Proof Score. Or speak MCP to /mcp and discover tools mid-loop.