✨ A curated list of awesome community resources including content, integrations, documentation and examples for Redis in the AI ecosystem.

• Redis as a Vector Database
• Redis as a Feature Store

The following list provides resources, integrations, and examples for Redis as a Vector Database.

• ⭐ RedisVL - a dedicated Python client lib for Redis as a Vector DB.
• ⭐ LangChain Python - popular Python client lib for building LLM applications. powered by Redis.
• ⭐ LangChain JS - popular JS client lib for building LLM applications. powered by Redis.
• ⭐ LlamaIndex - LlamaIndex Integration for Redis as a vector Database (formerly GPT-index).
• Semantic Kernel - popular lib by MSFT to integrate LLMs with plugins.
• Metal - an all-inclusive LLM development platform for building RAG applications. Built on top of Redis as a vector database and high performance data layer.
• RelevanceAI - Platform to ag, search and analyze unstructured data faster, built on Redis.
• DocArray - DocArray Integration of Redis as a VectorDB by Jina AI.
• ChatGPT Memory - contextual and adaptive memory for ChatGPT
• Haystack Example - Haystack Integration (example) of Redis as a VectorDB.
• Mantium AI

Resource	Description	Stars
⭐ ArxivChatGuru	Streamlit demo of QnA over Arxiv documents with Redis & OpenAI
⭐ Azure OpenAI Embeddings Q&A	OpenAI and Redis as a Q&A service on Azure
LLM Document Chat	Using LlamaIndex and Redis to chat with Documents
GCP Vertex AI "Chat Your PDF"	Chat with a PDF using Redis & VertexAI LLMs
LLMChat	Full-stack implementation using FastAPI, Redis, OpenAI and Flutter.
Example eCommerce Chatbot	eCommerce Chatbot with Redis, LangChain, and OpenAI
Food-GPT	Food-GPT is a QnA Chat System
Redis vector bot	Redis vector bot for Ecommerce QnA
Local Model QnA Example	Local LLMs embeddings with Redis as vector db

Resource	Description	Stars
⭐ ChatGPT Retrieval Plugin	ChatGPT plugin for retrieving personal documents
⭐ Auto-GPT	Experimental OSS app showcasing GPT-4 with Redis as a vectorized memory store
⭐ arXiv Paper Search	Semantic search over arXiv scholarly papers
⭐ Motörhead	Rust-based IR server for LLMs backed by Redis
Financial News Demo	Sentiment analysis and Semantic similarity in Financial News articles
Romeo GPT	AI Document management assistant
The Pattern	CORD19 medical NLP pipeline with Redis
GPT Vectors Example	Code associated with the blog post below: "Storing and querying embeddings with Redis"
Azure OpenAI Redis Deployment Template	Terraform template automates the end-to-end deployment of Azure OpenAI applications using Redis Enterprise as a vector database
VSS for Finance	Searching through SEC filings with Redis VSS

Resource	Description	Stars
⭐ Redis Merlin RecSys	3 Redis & NVIDIA Merlin Recommendation System Architectures
⭐ Visual Product Search	eCommerce product search (with image and text)
Product Recommendations with DocArray / Jina	Content-based product recommendations with Redis and DocArray
Amazon Berkeley Product Dataset Demo	Redis VSS demo on Amazon Berkeley product dataset

Resource	Description	Stars
VectorVerse	Vector Database comparison app
Simple Vector Similarity Intro	Dockerized Jupyter Notebook & Streamlit demo of Redis Vector Search
Redis Solution Architects VSS Examples	Examples of VSS in Python
TopVecSim	Topic Similarity with Redis VSS
Java Demo	Redis VSS demo in Java
Redis VSS Go template	Redis VSS template in Go
Redis VSS Demo	Redis VSS demo with celebrity faces

Resource	Description	Stars
arXiv CoPilot	Chrome extension that finds relevant/similar academic papers while performing research
AskYeves Question & Answer App	QA & Search Engine modeled after the infamous Yves Saint Laurent
Darwinian Paper Explorer App	Explore arXiv scholarly papers over time with topic evolution and search
PapersWithCode Browser Extension	Chrome extension for the PapersWithCode site that finds relevant/similar papers
Document Search + CLI	Search engine for documents with a CLI

Client	Language	License	Stars
Redis-Py	Python	MIT
RedisVL	Python (Alpha)	MIT
jedis	Java	MIT
node-redis	Node.js	MIT
nredisstack	.NET	MIT
redisearch-go	Go	BSD
redisearch-api-rs	Rust	BSD

For a full list of RediSearch clients, see RediSearch Clients. For a full list of Redis Clients see Redis Clients.

• ⭐ NVIDIA Developer Blog -- Offline to Online: Feature Storage for Real Time Recommendation Systems with NVIDIA Merlin
• Vector Similarity Search: From Basics to Production - Introductory blog post to VSS and Redis as a VectorDB.
• AI-Powered Document Search - Blog post covering AI Powered Document Search Use Cases & Architectures.
• Vector Search on Azure - Using Azure Redis Enterprise for Vector Search
• Vector Databases and Large Language Models - Talk given at LLMs in Production Part 1 by Sam Partee.
• Vector Databases and AI-powered Search Talk - Video "Vector Databases and AI-powered Search" given by Sam Partee at SDSC 2023.
• Engineering Lab Review - Review of the first Redis VSS Hackathon.
• Real-Time Product Recommendations - Content-based recsys design with Redis and DocArray.
• Redis as a Vector Database - Hackathon review blog post covering Redis as a VectorDB.
• LabLab AI Redis Tech Page
• Storing and querying for embeddings with Redis
• Building Intelligent Apps with Redis Vector Similarity Search
• Rediscovering Redis for Vector Similarity
• VSS Cheat Sheet - Redis Vector Search Cheat Sheet by Datascience Dojo.
• RedisDays Keynote - Video "Infuse Real-Time AI Into Your "Financial Services" Application".
• RedisDays Trading Signals - Video "Using AI to Reveal Trading Signals Buried in Corporate Filings".
• LLM Stack Hackathon writeup - Building a QnA Slack bot for the MLOps Community Hackathon with OpenAI and Redis

• Vector Database Benchmarks - Jina AI VectorDB benchmarks comparing Redis against others.
• ANN Benchmarks - Standard ANN Benchmarks site. Only using single Redis OSS instance/client.

• Redis Vector Database QuickStart
• Redis Vector Similarity Docs - Official Redis literature for Vector Similarity Search.
• Redis-py Search Docs - Redis-py client library docs for RediSearch.
• Redis-py General Docs - Redis-py client library documentation.
• Redis Stack - Redis Stack documentation.
• Redis Clients - Redis client list.

The following list provides resources, integrations, and examples for Redis as a Feature Store.

Resource	Description	Stars
⭐ Redis Merlin RecSys	Redis & NVIDIA Merlin Recommendation System architectures
Market-basket-analysis	An exmaple of predicting shopping baskets on passed purchases

Resource	Description	Stars
⭐ Redis Vaccine Forecaster	End-to-end ML system to predict vaccine demand deployed in GCP with Redis, Feast, Triton, and Vertex AI.

Resource	Description	Stars
Animal Recognition Demo	An example of using Redis Streams, RedisGears and RedisAI for Realtime Video Analytics (i.e. filtering cats)
Realtime Video Analytics	An example of using Redis Streams, RedisGears, RedisAI and RedisTimeSeries for Realtime Video Analytics (i.e. counting people)

Resource	Description	Stars
Redis + Feast + Ray Demo	A demo pipeline using Redis as an online feature store with Feast for orchestration and Ray for training and model serving
⭐ Loan Prediction Example	Loan prediction example with Redis as the feature store and serving layer.

Resource	Description	Stars
Redis SQL	Indexed SQL queries on Redis data using Trino
Redis GraphQL	GraphQL queries on Redis data
RedisAI Examples	A collection of examples using RedisAI

Resource	Description	Stars
⭐ Spark-Redis	Spark-Redis is a connector that allows you to stream data from Spark to Redis
⭐ Feast	Feast feature orchestration system framework
Feathr	Feathr is a feature orchestration framework created by Linkedin
Redis Kafka	Redis Kafka Connect is a connector that allows you to stream data from Kafka to Redis

• What is a Feature Store? - introductory blog post on feature stores
• Building a Gigascale Feature Store with Redis - blog post on DoorDash's feature store architecture
• Feature Store Comparison - comparison between a few feature store options.
• Feature Storage with Feast and Redis - blog post outlining basic Redis+Feast usage.

• Feast Feature Serving Benchmarks - Feast-published benchmarks on Redis vs DynamoDB vs Datastore for feature retrieval.

• Redis-py General Docs - Redis-py client library documentation.
• RedisJSON - RedisJSON Module.
• RedisAI - RedisAI Module.
• RedisTimeSeries - Redis Time Series Module.
• RedisConnect - a distributed platform that enables real-time event streaming, transformation, and propagation of changed-data events from heterogeneous data platforms to Redis.

• FeatureForm - open-source Feature Store orchestration framework.
• Feast - open-source Feature Store orchestration framework.
• Feathr - open-source Feature Store orchestration framework pioneered by LinkedIn.
• Tecton - fully-managed Feature Store service.

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