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    74 repositories

    • qdrant-video-suite

      Public
      Skills that take a technical video from idea to edit: broll-recorder and the script library
      Python
      •
      MIT License
      •0•1•0•0•Updated Oct 29, 2026Oct 29, 2026

    • single-vs-agentic-rag

      Public
      Benchmark: one search vs an agent on 1M Stack Exchange chunks in Qdrant. Code, questions, every run and grade.
      Python
      •0•0•0•0•Updated Oct 28, 2026Oct 28, 2026

    • qdrant-seismic-exp

      Public
      Qdrant fork for experimentation around approximate sparse indexes (SEISMIC, GRIP)
      Rust
      •
      Apache License 2.0
      •2.8k•0•0•0•Updated Oct 28, 2026Oct 28, 2026

    • miracl-static-embeddings

      Public
      Benchmarks on MIRACL to test speed and retrieval quality of static embeddings in FastEmbed and Qdrant
      Python
      •0•2•0•0•Updated Oct 26, 2026Oct 26, 2026

    • stars-submission-page

      Public
      Page where Qdrant stars can put submissions for rewards and get suggestions on how to improve their content
      Go
      •0•1•0•0•Updated Oct 26, 2026Oct 26, 2026

    • embedding-atlas

      Public
      Qdrant Labs fork of Apple's Embedding Atlas with experimental extensions, starting with supervised embedding probing
      TypeScript
      •
      MIT License
      •337•0•0•0•Updated Oct 23, 2026Oct 23, 2026

    • qdrant-laravel-scout

      Public
      A Qdrant driver for Laravel Scout with full-text, semantic, and hybrid search.
      searchlaravelscout
      searchlaravelscoutsemantic-searchvector-searchqdrant
      PHP
      •
      Apache License 2.0
      •0•1•0•0•Updated Oct 23, 2026Oct 23, 2026

    • quantization-comparison-bench

      Public
      Reproducible VM benchmark for Qdrant quantization across Cohere Multilingual v3 and BGE embeddings, with oversampling and rescoring experiments.
      Python
      •
      Apache License 2.0
      •0•0•0•1•Updated Oct 22, 2026Oct 22, 2026

    • multitenancy-qdrant-guide

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Oct 19, 2026Oct 19, 2026

    • chunking-guide-methods

      Public
      Python
      •0•0•0•0•Updated Oct 19, 2026Oct 19, 2026

    • supernova

      Public
      Massive embedding dataset generation and serving
      Python
      •
      Apache License 2.0
      •7•42•8•0•Updated Oct 19, 2026Oct 19, 2026

    • qdrant-ray

      Public
      Write Ray datasets to Qdrant in parallel
      rayvector-searchqdrant-vector-database
      rayvector-searchqdrant-vector-database
      Python
      •
      Apache License 2.0
      •0•2•0•0•Updated Oct 15, 2026Oct 15, 2026

    • reachy-edge-memory

      Public
      Python
      •
      Apache License 2.0
      •1•3•0•0•Updated Oct 14, 2026Oct 14, 2026

    • many-jev-recipies

      Public
      Jupyter Notebook
      •0•3•0•0•Updated Oct 7, 2026Oct 7, 2026

    • langgraph-qdrant

      Public
      A Qdrant long-term memory store for LangGraph agents across conversations.
      Python
      •
      Apache License 2.0
      •1•4•0•0•Updated Oct 7, 2026Oct 7, 2026

    • scalar-quantization-benchmark

      Public
      Recall benchmark for scalar quantization vs 4-bit TurboQuant on Gist-960, from the Qdrant article Scalar Quantization for Vector Search
      Python
      •0•0•0•0•Updated Oct 5, 2026Oct 5, 2026

    • demo-food-discovery

      Public
      Source code of the food discovery demo built on top of Qdrant
      JavaScript
      •16•0•0•0•Updated Oct 2, 2026Oct 2, 2026

    • qdrant-hyperbolic-transform

      Public
      Index deep hyperbolic (Poincare-ball) embeddings in Qdrant using ordinary HNSW. A preprocessing transform, not a Qdrant change.
      Python
      •
      MIT License
      •0•2•0•0•Updated Oct 2, 2026Oct 2, 2026

    • cross-border-medicine-search

      Public
      Python
      •0•0•0•0•Updated Oct 1, 2026Oct 1, 2026

    • to-parquet

      Public
      CLI tool to export a Qdrant collection to a Parquet file.
      Python
      •
      Apache License 2.0
      •0•4•0•0•Updated Sep 29, 2026Sep 29, 2026

    • goods_categorization_demo

      Public
      Demo example of consumer goods categorization
      Jupyter Notebook
      •9•0•0•0•Updated Sep 28, 2026Sep 28, 2026

    • qdrant_demo

      Public
      Demo of the neural semantic search built with Qdrant
      CSS
      •52•0•0•0•Updated Sep 28, 2026Sep 28, 2026

    • qdrant-hnsw-live

      Public
      TypeScript
      •0•0•0•0•Updated Sep 25, 2026Sep 25, 2026

    • fastembed-js

      Public
      Generate vector embeddings in Node.js
      TypeScript
      •
      MIT License
      •17•1•0•0•Updated Sep 24, 2026Sep 24, 2026

    • hybrid-comparisons

      Public
      Comparison benchmarks across different hybrid search rescoring solutions (cross-encoder, colbert, rrf), storage datatypes and quantization settings
      HTML
      •0•2•0•0•Updated Sep 24, 2026Sep 24, 2026

    • search-routing-experiments

      Public
      Experiments and datasets for query-based routing between dense, sparse, and hybrid search strategies.
      Jupyter Notebook
      •0•0•0•0•Updated Sep 24, 2026Sep 24, 2026

    • qdrant

      Public
      Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdran…
      Rust
      •
      Apache License 2.0
      •2.8k•0•0•1•Updated Sep 24, 2026Sep 24, 2026

    • autofusion-router

      Public
      Route a search query to dense, sparse, or RRF retrieval from word rarity alone. Zero dependencies.
      TypeScript
      •
      Apache License 2.0
      •0•0•0•0•Updated Sep 23, 2026Sep 23, 2026

    • home-depot-hybrid-routing-demo

      Public
      TypeScript
      •0•0•0•0•Updated Sep 22, 2026Sep 22, 2026

    • query-taxonomy

      Public
      Feature extractors over queries and documents
      Python
      •0•0•0•0•Updated Sep 17, 2026Sep 17, 2026
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