redis-vl-python

Name: redis-vl-python
Author: redis

2.5Minstalls/mo · pypi416stars93forks

How to install redis-vl-python?

redis/redis-vl-python

$git clone https://github.com/redis/redis-vl-python

Installs into the current project.

Summary

[Documentation](https://docs.redisvl.com) • [Recipes](https://github.com/redis-developer/redis-ai-resources) • [GitHub](https://github.com/redis/redis-vl-python)

Files · 1

View on GitHub

README.md

1	<div align="center">
2	<img width="300" src="https://raw.githubusercontent.com/redis/redis-vl-python/main/docs/_static/Redis_Logo_Red_RGB.svg" alt="Redis">
3	<h1>Redis Vector Library</h1>
4	<p><strong>The AI-native Redis Python client</strong></p>
5	</div>
6
7	<div align="center">
8
9	[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
10	[![pypi](https://badge.fury.io/py/redisvl.svg)](https://pypi.org/project/redisvl/)
11	![PyPI - Downloads](https://img.shields.io/pypi/dm/redisvl)
12	[![GitHub stars](https://img.shields.io/github/stars/redis/redis-vl-python)](https://github.com/redis/redis-vl-python/stargazers)
13
14	[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
15	![Language](https://img.shields.io/github/languages/top/redis/redis-vl-python)
16	![GitHub last commit](https://img.shields.io/github/last-commit/redis/redis-vl-python)
17
18	[Documentation](https://docs.redisvl.com) • [Recipes](https://github.com/redis-developer/redis-ai-resources) • [GitHub](https://github.com/redis/redis-vl-python)
19
20	</div>
21
22	---
23
24	## Introduction
25
26	Redis Vector Library (RedisVL) is the production-ready Python client for AI applications built on Redis. Lightning-fast vector search meets enterprise-grade reliability.
27
28	Perfect for building RAG pipelines with real-time retrieval, AI agents with memory and semantic routing, and recommendation systems with fast search and reranking.
29
30	<div align="center">
31
32	\| 🎯 Core Capabilities \| 🚀 AI Extensions \| 🛠️ Dev Utilities \|
33	\|:---:\|:---:\|:---:\|
34	\| [Index Management](#index-management)<br/>Schema design, data loading, CRUD ops \| [Semantic Caching](#semantic-caching)<br/>Reduce LLM costs & boost throughput \| [CLI](#command-line-interface)<br/>Index management from terminal \|
35	\| [Vector Search](#retrieval)<br/>Similarity search with metadata filters \| [LLM Memory](#llm-memory)<br/>Agentic AI context management \| Async Support<br/>Async indexing and search for improved performance \|
36	\| [Complex Filtering](#retrieval)<br/>Combine multiple filter types \| [Semantic Routing](#semantic-routing)<br/>Intelligent query classification \| [Vectorizers](#vectorizers)<br/>8+ embedding provider integrations \|
37	\| [Hybrid Search](#retrieval)<br/>Combine semantic & full-text signals \| [Embedding Caching](#embedding-caching)<br/>Cache embeddings for efficiency \| [Rerankers](#rerankers)<br/>Improve search result relevancy \|
38	\| \| \| [MCP Server](#mcp-server)<br/>Expose one or more existing Redis indexes to MCP clients \|
39
40	</div>
41
42
43
44	# 💪 Getting Started
45
46	## Installation
47
48	Install `redisvl` into your Python (>=3.10) environment using `pip`:
49
50	```bash
51	pip install redisvl
52	```
53
54	Install the MCP server extra when you want to expose one or more existing Redis indexes through MCP:
55
56	```bash
57	pip install redisvl[mcp]
58	```
59
60	> For more detailed instructions, visit the [installation guide](https://docs.redisvl.com/en/latest/user_guide/installation.html).
61	> For MCP concepts and setup, see the [RedisVL MCP docs](https://docs.redisvl.com/en/latest/concepts/mcp.html) and the [MCP how-to guide](https://docs.redisvl.com/en/latest/user_guide/how_to_guides/mcp.html).
62
63	## Redis
64
65	Choose from multiple Redis deployment options:
66
67	<details>
68	<summary><b>Redis Cloud</b> - Managed cloud database (free tier available)</summary>
69
70	[Redis Cloud](https://redis.io/try-free) offers a fully managed Redis service with a free tier, perfect for getting started quickly.
71
72	</details>
73
74	<details>
75	<summary><b>Docker</b> - Local development</summary>
76
77	Run Redis locally using Docker:
78
79	```bash
80	docker run -d --name redis -p 6379:6379 redis:latest
81	```
82
83	This runs Redis 8+ with built-in vector search capabilities.
84
85	</details>
86
87	<details>
88	<summary><b>Redis Enterprise</b> - Commercial, self-hosted database</summary>
89
90	[Redis Enterprise](https://redis.io/enterprise/) provides enterprise-grade

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redis-vl-python

2.5Minstalls/mo · pypi416stars93forks

View on GitHub

How to install redis-vl-python?

redis/redis-vl-python

$git clone https://github.com/redis/redis-vl-python

Installs into the current project.

Summary

[Documentation](https://docs.redisvl.com) • [Recipes](https://github.com/redis-developer/redis-ai-resources) • [GitHub](https://github.com/redis/redis-vl-python)

Files · 1

View on GitHub

README.md

1	<div align="center">
2	<img width="300" src="https://raw.githubusercontent.com/redis/redis-vl-python/main/docs/_static/Redis_Logo_Red_RGB.svg" alt="Redis">
3	<h1>Redis Vector Library</h1>
4	<p><strong>The AI-native Redis Python client</strong></p>
5	</div>
6
7	<div align="center">
8
9	[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
10	[![pypi](https://badge.fury.io/py/redisvl.svg)](https://pypi.org/project/redisvl/)
11	![PyPI - Downloads](https://img.shields.io/pypi/dm/redisvl)
12	[![GitHub stars](https://img.shields.io/github/stars/redis/redis-vl-python)](https://github.com/redis/redis-vl-python/stargazers)
13
14	[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
15	![Language](https://img.shields.io/github/languages/top/redis/redis-vl-python)
16	![GitHub last commit](https://img.shields.io/github/last-commit/redis/redis-vl-python)
17
18	[Documentation](https://docs.redisvl.com) • [Recipes](https://github.com/redis-developer/redis-ai-resources) • [GitHub](https://github.com/redis/redis-vl-python)
19
20	</div>
21
22	---
23
24	## Introduction
25
26	Redis Vector Library (RedisVL) is the production-ready Python client for AI applications built on Redis. Lightning-fast vector search meets enterprise-grade reliability.
27
28	Perfect for building RAG pipelines with real-time retrieval, AI agents with memory and semantic routing, and recommendation systems with fast search and reranking.
29
30	<div align="center">
31
32	\| 🎯 Core Capabilities \| 🚀 AI Extensions \| 🛠️ Dev Utilities \|
33	\|:---:\|:---:\|:---:\|
34	\| [Index Management](#index-management)<br/>Schema design, data loading, CRUD ops \| [Semantic Caching](#semantic-caching)<br/>Reduce LLM costs & boost throughput \| [CLI](#command-line-interface)<br/>Index management from terminal \|
35	\| [Vector Search](#retrieval)<br/>Similarity search with metadata filters \| [LLM Memory](#llm-memory)<br/>Agentic AI context management \| Async Support<br/>Async indexing and search for improved performance \|
36	\| [Complex Filtering](#retrieval)<br/>Combine multiple filter types \| [Semantic Routing](#semantic-routing)<br/>Intelligent query classification \| [Vectorizers](#vectorizers)<br/>8+ embedding provider integrations \|
37	\| [Hybrid Search](#retrieval)<br/>Combine semantic & full-text signals \| [Embedding Caching](#embedding-caching)<br/>Cache embeddings for efficiency \| [Rerankers](#rerankers)<br/>Improve search result relevancy \|
38	\| \| \| [MCP Server](#mcp-server)<br/>Expose one or more existing Redis indexes to MCP clients \|
39
40	</div>
41
42
43
44	# 💪 Getting Started
45
46	## Installation
47
48	Install `redisvl` into your Python (>=3.10) environment using `pip`:
49
50	```bash
51	pip install redisvl
52	```
53
54	Install the MCP server extra when you want to expose one or more existing Redis indexes through MCP:
55
56	```bash
57	pip install redisvl[mcp]
58	```
59
60	> For more detailed instructions, visit the [installation guide](https://docs.redisvl.com/en/latest/user_guide/installation.html).
61	> For MCP concepts and setup, see the [RedisVL MCP docs](https://docs.redisvl.com/en/latest/concepts/mcp.html) and the [MCP how-to guide](https://docs.redisvl.com/en/latest/user_guide/how_to_guides/mcp.html).
62
63	## Redis
64
65	Choose from multiple Redis deployment options:
66
67	<details>
68	<summary><b>Redis Cloud</b> - Managed cloud database (free tier available)</summary>
69
70	[Redis Cloud](https://redis.io/try-free) offers a fully managed Redis service with a free tier, perfect for getting started quickly.
71
72	</details>
73
74	<details>
75	<summary><b>Docker</b> - Local development</summary>
76
77	Run Redis locally using Docker:
78
79	```bash
80	docker run -d --name redis -p 6379:6379 redis:latest
81	```
82
83	This runs Redis 8+ with built-in vector search capabilities.
84
85	</details>
86
87	<details>
88	<summary><b>Redis Enterprise</b> - Commercial, self-hosted database</summary>
89
90	[Redis Enterprise](https://redis.io/enterprise/) provides enterprise-grade

People who liked this also viewed

6 picks

Type