Projects in Awesome Lists by qdrant

https://github.com/qdrant/qdrant

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/

ai-search ai-search-engine embeddings-similarity hnsw image-search knn-algorithm machine-learning mlops nearest-neighbor-search neural-network neural-search recommender-system search search-engine search-engines similarity-search vector-database vector-search vector-search-engine

Last synced: 12 May 2025

https://github.com/qdrant/fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

embeddings openai rag retrieval retrieval-augmented-generation vector-search

Last synced: 26 Mar 2025

https://github.com/qdrant/qdrant-client

Python client for Qdrant vector search engine

qdrant vector-database vector-search vector-search-engine

Last synced: 08 Jul 2025

https://github.com/qdrant/quaterion

Blazing fast framework for fine-tuning similarity learning models

contrastive-learning cosine-similarity deep-learning knn machine-learning metric-learning nearest-neighbor-search python pytorch pytorch-lightning similarity-learning similarity-search

Last synced: 07 Oct 2025

https://github.com/qdrant/mcp-server-qdrant

An official Qdrant Model Context Protocol (MCP) server implementation

claude cursor llm mcp mcp-server semantic-search windsurf

Last synced: 16 May 2025

https://github.com/qdrant/vector-db-benchmark

Framework for benchmarking vector search engines

benchmark vector-database vector-search vector-search-engine

Last synced: 15 May 2025

https://github.com/qdrant/rust-client

Rust client for Qdrant vector search engine

qdrant rust-client vector-search-engine

Last synced: 14 May 2025

https://github.com/qdrant/go-client

Go client for Qdrant vector search engine

Last synced: 11 May 2026

https://github.com/qdrant/examples

A collection of examples and tutorials for Qdrant vector search engine

Last synced: 08 Jul 2025

https://github.com/qdrant/page-search

Neural search for web-sites, docs, articles - online!

Last synced: 10 Jul 2025

https://github.com/qdrant/qdrant-dotnet

Qdrant .Net SDK

Last synced: 04 Aug 2025

https://github.com/qdrant/n8n-nodes-qdrant

Official n8n node for interfacing with Qdrant

ai-search mcp qdrant vector-database vector-search

Last synced: 11 Oct 2025

https://github.com/qdrant/demo-code-search

Last synced: 22 Oct 2025

https://github.com/qdrant/qdrant-haystack

An integration of Qdrant ANN vector database backend with Haystack

Last synced: 28 Aug 2025

https://github.com/qdrant/qdrant-spark

Qdrant's Apache Spark connector

Last synced: 08 Jul 2025

https://github.com/qdrant/ann-filtering-benchmark-datasets

Collection of datasets for benchmarking filtered vector similarity retrieval

Last synced: 09 Sep 2025

https://github.com/qdrant/skills

Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

agent-skills ai-agents claude-code codex cursor embeddings hybrid-search monitoring multitenancy performance qdrant quantization scaling search-quality vector-database vector-search

Last synced: 13 Apr 2026

https://github.com/qdrant/qdrant-edge-demo

POC visual search with smart glasses and Qdrant Edge.

ai-memory ai-memory-system edge edge-ai embedded-ai vector-database vector-search

Last synced: 28 Jan 2026

https://github.com/qdrant/demo-colpali-optimized

Last synced: 15 Oct 2025

https://github.com/qdrant/landing_page

Landing page for qdrant.tech

Last synced: 08 Jul 2025

https://github.com/qdrant/quaterion-models

The collection of bulding blocks building fine-tunable metric learning models

Last synced: 10 Jul 2025

https://github.com/qdrant/goods_categorization_demo

Demo example of consumer goods categorization

Last synced: 08 Jul 2025

https://github.com/qdrant/miniCOIL

Contextualized per-token embeddings

Last synced: 26 Jul 2025

https://github.com/qdrant/qdrant-txtai

An integration of Qdrant ANN vector database backend with txtai

Last synced: 08 Jul 2025

https://github.com/qdrant/qcloud-cli

The Command Line Interface for Qdrant Cloud

Last synced: 21 Apr 2026

https://github.com/qdrant/laion-400m-benchmark

Upload and benchmark of LAION 400M dataset - large scale image similarity search

Last synced: 08 Jul 2025

https://github.com/qdrant/workshop-improving-r-in-rag

Notebooks for RAG improving workshop, using HackerNews data

Last synced: 11 Oct 2025

https://github.com/qdrant/qdrant-kafka

Kafka Sink connector for Qdrant. Stream vector data into a Qdrant collection. Supports named/unnamed dense/sparse vectors.

Last synced: 08 Jul 2025

https://github.com/qdrant/benchmark

Collection of Qdrant benchmarks

benchmark vector-search-engine

Last synced: 20 Jul 2025

https://github.com/qdrant/qdrant-fluvio

Stream records from Fluvio topics to a Qdrant collection.

Last synced: 10 Oct 2025

https://github.com/qdrant/mcp-for-docs

MCP server for accessing documentation and code snippets of dev tools. Based on `mcp-server-qdrant`

Last synced: 01 Oct 2025

https://github.com/qdrant/dspy-qdrant

Qdrant powered retriever module for DSPy

Last synced: 27 Feb 2026

https://github.com/qdrant/qdrant-stars-handbook

The primary goal of Qdrant Stars is to recognize, reward, and support our most active and helpful users making significant contributions to the vector search community. The Qdrant Stars Handbook is your go-to resource for navigating the Stars program and how to take the most advantage of it.

ambassadors-program community content-creation qdrant vector-database vector-search-engine

Last synced: 31 Jan 2026