qdrant/qdrant

下一代人工智能应用的向量搜索引擎

Qdrant（读作：quadrant）是一个向量相似性搜索引擎和向量数据库。 它提供一个生产准备的服务，并配有便捷的 API 来存储、搜索和管理带有额外有效载荷的点——这些点是具有额外负载的向量。 Qdrant 专为扩展过滤支持而设计，适用于各种神经网络或基于语义的匹配、分面搜索及其他应用。

Qdrant用Rust 🦀编写，即使在高负载下也能保持快速和可靠。请参考基准测试。

有了Qdrant，嵌入或神经网络编码器可以被转化为完整的匹配、搜索、推荐等应用！

Qdrant 也提供全托管的 Qdrant 云⛅，包括免费方案。

快速入门 • 代理技能 • 客户库 • 演示项目 • 集成 • 联系方式

开始

特工斯基尔斯

Qdrant提供了一系列现成可用的代理技能，将Qdrant的矢量搜索功能直接带入您的AI编码助手中。

Vector Search Engine for the next generation of AI applications

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 as a fully managed Qdrant Cloud ⛅ including a free tier.

Quick Start • Agent Skills • Client Libraries • Demo Projects • Integrations • Contact

Getting Started

Agent Skills