Qdrant Python Packages

qdrant-client

Python client for Qdrant vector search engine

23.3M 1K 217

docarray

Represent, send, store and search multimodal data

144K 3K 241

synaptic-memory

Knowledge graph + MCP tool server for LLM agents — 3rd-gen retrieval, graph-aware multi-turn exploration, structured data tools, DB→ontology one-liner.

5K 27 1

qql-cli

SQL-like query language and CLI for Qdrant vector search engine

3K 42 4

engram-search

High-recall conversational memory retrieval. 98% R@5 on LongMemEval, 94% on LoCoMo — no LLM required. Local-first, cloud-ready.

3K 3 0

skmemory

Universal AI Memory System - Polaroid snapshots for AI consciousness

3K 1 0

vector-inspector

A comprehensive desktop application for visualizing, querying, and managing vector database data

3K 5 0

code-weaver

Semantic code search for AI agents — 166+ languages, hybrid search, works offline

2K 10 3

embex

Embex: A Universal Vector Database ORM

2K 24 0

ragwire

RAGWire — Production-grade RAG toolkit for document ingestion and retrieval with hybrid search support

2K 14 3

aquiles-rag

Is a high-performance Augmented Recovery-Generation (RAG) solution based on Redis, Qdrant or PostgreSQL. It offers a high-level interface using FastAPI REST APIs

2K 30 2