Qdrant Vector Database Python Packages

bert-classifier

A repository for training transformer based models

nlp-models

A repository for training transformer based models

financebench-rag-agent

Multi-agent LangGraph RAG for financial Q&A — 72.7% on FinanceBench under κ=0.932 calibrated judge. RBAC at the vector layer, multi-party HITL on high-stakes answers, self-hosted LLM observability. pip install financebench-rag-agent

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

vector-etl

Lightweight ETL Framework for Vector Databases

carag

An efficient python library for building AI applications using the Retrieval-Augmented Generation (RAG) pipeline.

simgen-ssg

No description available