Example Gallery

Explore community examples of RedisVL in the wild.

Tip

For a comprehensive collection of Redis AI examples, tutorials, and recipes, visit the Redis AI Resources repository. It includes notebooks for RAG, agents, semantic caching, recommendation systems, and more.

Demo Applications

Full-stack applications showcasing RedisVL and Redis vector search capabilities.

Redis RAG Workbench

Arxiv Paper Search

ArxivChatGuru

eCommerce Search

Redis Movies Searcher (Java)

Agentic RAG

Shopping AI Agent

Restaurant Discovery AI Agent

Podcast Chatbot with Agent Memory

Car Dealership Assistant

Multi-Agent Text Adventure Game

Memory-Aware Alexa Assistant

Virtual Banking Assistant

LLM Recommender for Hotels

Real-Time Embeddings with Bytewax

Redis VSS Streamlit Demo

Note

If you are using RedisVL, please consider adding your example to this page by opening a Pull Request on GitHub

---

Code Recipes

Runnable Jupyter notebooks from Redis AI Resources covering real-world use cases. Each recipe includes a Google Colab link for easy execution.

RAG with Frameworks

Build retrieval-augmented generation pipelines with popular frameworks.

Recipe	Description	Links
RAG with LangChain	RAG using Redis and LangChain	GitHub | Colab
RAG with LlamaIndex	RAG using Redis and LlamaIndex	GitHub | Colab
Advanced RAG	Advanced RAG techniques with RedisVL	GitHub | Colab
NVIDIA RAG	RAG using Redis and NVIDIA NIMs	GitHub | Colab
RAGAS Evaluation	Evaluate RAG performance with RAGAS	GitHub | Colab
Role-Based RAG	Implement RBAC policies with vector search	GitHub | Colab

Agents

Build AI agents with memory, tools, and multi-agent workflows.

Recipe	Description	Links
LangGraph Agents	Get started with LangGraph and agentic RAG	GitHub | Colab
CrewAI Agents	Multi-agent systems with CrewAI and LangGraph	GitHub | Colab
Full-Featured Agent	Tool-calling agent with semantic cache and router	GitHub | Colab
Memory Agent	Agent with short-term and long-term memory	GitHub | Colab
Autogen Agent	Blog writing agent with Autogen and Redis	GitHub | Colab

Recommendation Systems

Build personalized recommendation engines with Redis.

Recipe	Description	Links
Content Filtering	Content-based filtering with RedisVL	GitHub | Colab
Collaborative Filtering	Collaborative filtering with RedisVL	GitHub | Colab
Two Towers	Deep learning two-tower model with RedisVL	GitHub | Colab

Specialized Applications

Explore Redis for computer vision, feature stores, and AI gateways.

Recipe	Description	Links
Facial Recognition	Build a facial recognition system with Facenet and RedisVL	GitHub | Colab
Credit Scoring	Credit scoring with Feast and Redis as online store	GitHub | Colab
Transaction Search	Real-time transaction feature search	GitHub | Colab
LiteLLM Gateway	Getting started with LiteLLM proxy and Redis	GitHub | Colab

Vector Search Deep Dives

Advanced vector search techniques and optimizations.

Recipe	Description	Links
Vector Search with redis-py	Low-level vector search with Redis Python client	GitHub | Colab
Hybrid Search	Combine BM25 and vector search	GitHub | Colab
Data Type Support	Convert float32 index to float16 or integer	GitHub | Colab
Benchmarking Basics	Search benchmarking with RedisVL	GitHub | Colab
Multi-Vector Search	Multi-vector queries with RedisVL	GitHub | Colab
HNSW to SVS-VAMANA Migration	Migrate HNSW indices to SVS-VAMANA	GitHub | Colab

LLM Optimization

Reduce costs and latency with caching and routing.

Recipe	Description	Links
Gemini Semantic Cache	Semantic caching with Redis and Google Gemini	GitHub | Colab
Doc2Cache with Llama3.1	Semantic caching with Doc2Cache framework	GitHub | Colab
Cache Optimization	Optimize cache thresholds with redis-retrieval-optimizer	GitHub | Colab
Context-Enabled Caching	Context-aware semantic caching	GitHub | Colab
Router Optimization	Optimize router thresholds	GitHub | Colab

---

More Resources

Looking for more examples and tutorials?

• Redis AI Resources – Comprehensive collection of code recipes, demos, and tutorials

• Java Recipes – Spring AI, Redis OM Spring, and semantic routing examples

• Redis Developer Hub – Official Redis developer resources