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Qdrant Python Packages

Python packages with the GitHub topic qdrant. Sorted by relevance, with stars and monthly downloads.
qdrant
qdrant-client

Python client for Qdrant vector search engine

23.3M 1K 217
docarray
docarray

Represent, send, store and search multimodal data

144K 3K 241
PlateerLab
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
pavanjava
qql-cli

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

3K 42 4
Nitin-Gupta1109
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
smilinTux
skmemory

Universal AI Memory System - Polaroid snapshots for AI consciousness

3K 1 0
anthonypdawson
vector-inspector

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

3K 5 0
knitli
code-weaver

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

2K 10 3
bridgerust
embex

Embex: A Universal Vector Database ORM

2K 24 0
laxmimerit
ragwire

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

2K 14 3
Aquiles-ai
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
tenequm
claude-kb

Universal knowledge base with Qdrant for Claude Code integration

1K 4 0
clivern
okazaki

Github Automation Package in Python Powered By AI

1K 0 0
gzileni
memory-agent

A Python library for advanced memory management in AI agent applications

1K 4 0
BihanBanerjee
recollectx

Persistent memory layer for AI agents

921 2 0
heyhayes
annal

Semantic memory server for AI agent teams

862 0 0
mahimairaja
locallens

Search your files by talking to them - 100% offline

764 9 1
bridgerust
bridgetime

BridgeTime: Rust-powered Day.js/Moment-style datetime toolkit

658 24 0
estebanpdl
osintgpt

An open-source intelligence (OSINT) analysis tool leveraging GPT-powered embeddings and vector search engines for efficient data processing

658 504 75
ContextData
vector-etl

Lightweight ETL Framework for Vector Databases

620 108 19
AstraBert
ingest-anything

From data to vector database effortlessly

595 90 13
pr1m8
sqldbagent

Service-first database intelligence platform for safe inspection and agent-ready exports

526 0 0
ThirdKeyAI
vectorpin

Verifiable integrity for AI embedding stores.

423 1 0
kothapavan1998
deeprecall

Recursive reasoning engine for vector databases, powered by RLM.

413 8 3
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