qdrant

AI-powered semantic search engine for emojis in 50+ languages, developed in Python

Diagnose the performance of your RAG🩺

A reusable, open-source AI infrastructure designed for communities and organizations. It understands structured data, processes official announcements, and answers questions accurately by centralizing important information.

Async bulk data ingestion and querying in various document, graph and vector databases via their Python clients

To implement LLM as a services.

The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.

Your intelligent ally for effortless information retrieval and seamless browsing across documents and the web.

Scalable Qdrant vector database cluster with Docker Compose, monitoring, and comprehensive documentation for high-performance similarity search applications.

Elixir client for Qdrant vector search engine

Simple customizable evaluation for text retrieval performance of Sentence Transformers embedders on PDFs

High-performance infrastructure libraries built in Rust, with seamless bindings for Python, Node.js, and WebAssembly.

A reasoning assistant for your STEM education

Qdrant operator creates and manages Qdrant clusters running in Kubernetes

smallevals — CPU-fast, GPU-blazing fast offline retrieval evaluation for RAG systems with tiny QA models.

A universal Qdrant table frontend based on transformers.js

Bringing some SQL to Qdrant

Unraid CA template and Docker build for Mem0 (OpenMemory). This mega-container utilizes s6-overlay to seamlessly bundle the pre-compiled Qdrant Vector Database, the Python FastAPI/MCP server, and the Next.js Dashboard UI into a single, click-and-play local AI memory layer. Built for homelabs, privacy, and true agentic AI memory retention.

Bootstrap a Qdrant vector database cluster on Fly.io

Evals framework for Information Retrieval Systems

Open-source, Python-first RAG platform with FastAPI APIs, LangGraph-native agents, pluggable vector stores (Qdrant/Weaviate/Milvus/pgvector/Elasticsearch), and multi-provider LLM support (OpenAI/Anthropic/Gemini/Ollama/vLLM).