Vector Search Engine Python Packages

qdrant-client

Python client for Qdrant vector search engine

nucliadb-telemetry

NucliaDB, The AI Search database for RAG

nucliadb-models

NucliaDB, The AI Search database for RAG

nucliadb-utils

NucliaDB, The AI Search database for RAG

nucliadb-sdk

NucliaDB, The AI Search database for RAG

nucliadb-protos

NucliaDB, The AI Search database for RAG

nucliadb-dataset

NucliaDB, The AI Search database for RAG

nucliadb

NucliaDB, The AI Search database for RAG

nidx-protos

NucliaDB, The AI Search database for RAG

nidx-binding

NucliaDB, The AI Search database for RAG

moorcheh-sdk

Python SDK for interacting with the Moorcheh Semantic Search API v1. Moorcheh provides ultra-fast, highly accurate vector similarity search and analysis capabilities based on information-theoretic principles.

qql-cli

QQL is a SQL-like query language and CLI for Qdrant vector database. Write INSERT, SEARCH, RECOMMEND, DELETE, and CREATE COLLECTION statements instead of Python SDK calls. Supports hybrid dense+sparse vector search, cross-encoder reranking, quantization (scalar, turbo, binary, product), WHERE clause filters, script execution, and collection dump/restore.

citrusdb

open-source vector database. store and retrieve embeddings for your next ai project!

vector-lake

S3 vector database for bigdata

langchain-moorcheh

An integration package connecting Moorcheh and LangChain

aquilapy

Python client library to access Aquila Network Neural Search Engine