Embedding Vectors Python Packages

vector-inspector

The missing developer tool for working with vector databases. A comprehensive desktop app for visualizing, querying, and managing vector data.

embedding-optimizer

Two approaches to generating optimized embeddings in the Retrieval-Augmented Generation (RAG) Pattern

towhee

Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

embedding-condensation

[𝗜𝗖𝗠𝗟 𝟮𝟬𝟮𝟲] Dispersion loss counteracts embedding condensation and improves generalization in small language models

awadb

AI Native database for embedding vectors

towhee-models

Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

dadmatools

DadmaTools is a Persian NLP tools developed by Dadmatech Co.

open-note-core

一款跨平台智能笔记 Agent 应用，支持多格式笔记、本地知识库、AI 智能助手、向量语义检索 。

open-note-cli

一款跨平台智能笔记 Agent 应用，支持多格式笔记、本地知识库、AI 智能助手、向量语义检索 。

open-note-mcp

一款跨平台智能笔记 Agent 应用，支持多格式笔记、本地知识库、AI 智能助手、向量语义检索 。

itembed

Python library to train shallow embeddings on unordered sequences

twittersentiment

Sentiment analyzer for your tweets.

vectory

Streamline the benchmark and experimentation process of your models that rely on generating embeddings

django-graph-search

Production-ready semantic vector search for Django — searches across FK, M2M, and reverse relations by traversing your model graph. Pluggable backends: ChromaDB, FAISS, Qdrant.

langchain-cratedb

CrateDB provider for LangChain.

embedselection

This framework helps you automatically select the most suitable text embedding model for a given downstream use case.

bestrag

BestRAG: A library for hybrid RAG, combining dense, sparse, and late interaction methods for efficient document storage and search.

honeybee-ml

A Scalable Modular Framework for Multimodal AI in Oncology

factlens

Geometric LLM hallucination detection. No second LLM. Deterministic. Auditable.

tinyquant-cpu

TinyQuant is a CPU-only vector quantization codec that compresses high-dimensional embedding vectors to low-bit representations while preserving cosine similarity rankings.

awadb-client

Python client for AI Native database AwaDB

embcompare

EmbCompare is a small python package that helps you compare your embeddings both visually and numerically.

dadmatools-light

DadmaTools is a Persian NLP toolkit

vinkra

A lightweight vector database with incremental inserts, automatic exact-to-ANN switching, and explicit storage management. Add vectors anytime without rebuilding the index