310  qdrant(1) - Kailash Tool Reference

310.1 qdrant

qdrant - Qdrant — vector database and vector search engine.

Layer OPS
Category o-03-vector-stores-retrieval
Safety class safe
Licence Apache-2.0
Upstream github.com/qdrant/qdrant

310.1.1 NAME

qdrant - Qdrant — vector database and vector search engine.

310.1.2 SYNOPSIS & usage

Derived from the upstream README at generation time; verify against --help where the tool is installed.

docker run -p 6333:6333 qdrant/qdrant
from qdrant_client import QdrantClient

client = QdrantClient(url="http://localhost:6333")

310.1.3 DESCRIPTION (upstream)

Qdrant (read: quadrant) is a vector similarity search engine and vector database. It provides a production-ready service with a convenient API to store, search, and manage points—vectors with an additional payload. Qdrant is tailored for extended filtering support, making it useful for all sorts of neural-network or semantic-based matching, faceted search, and other applications. Qdrant is written in Rust 🦀, which makes it fast and reliable even under high load. See benchmarks. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending, and much more! Qdrant is also available a

310.1.4 CONFIGURATION (detected)

Config-surface markers detected in the upstream README (2 matches, e.g. rust.yml, rust.yml). A full config reference page for this tool is queued under the config-page policy — this line is the detection record, not the page.

310.1.5 SEE ALSO

ref: pin - verified 2026-10-14