redis-development

Redis performance optimization across data structures, query engines, vector search, and semantic caching. Covers 29 prioritized rules across 11 categories including data modeling, memory management, Redis Query Engine (RQE), vector search with RedisVL, and LangCache semantic caching Provides structured guidance for connection pooling, JSON document handling, streams, clustering, security (ACLs), and observability Each rule includes explanations, correct examples, anti-patterns or usage guidance, and additional context for implementation Organized by impact level (HIGH/MEDIUM) to help prioritize optimization efforts in automated code generation and performance tuning

INSTALLATION
npx skills add https://github.com/redis/agent-skills --skill redis-development
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

Redis Best Practices

Comprehensive performance optimization guide for Redis, including Redis Query Engine, vector search, and semantic caching. Contains 29 rules across 11 categories, prioritized by impact to guide automated optimization and code generation.

When to Apply

Reference these guidelines when:

  • Designing Redis data models and key structures
  • Implementing caching, sessions, or real-time features
  • Using Redis Query Engine (FT.CREATE, FT.SEARCH, FT.AGGREGATE)
  • Building vector search or RAG applications with RedisVL
  • Implementing semantic caching with LangCache
  • Optimizing Redis performance and memory usage

Rule Categories by Priority

Priority

Category

Impact

Prefix

1

Data Structures & Keys

HIGH

data-

2

Memory & Expiration

HIGH

ram-

3

Connection & Performance

HIGH

conn-

4

JSON Documents

MEDIUM

json-

5

Redis Query Engine

HIGH

rqe-

6

Vector Search & RedisVL

HIGH

vector-

7

Semantic Caching

MEDIUM

semantic-cache-

8

Streams & Pub/Sub

MEDIUM

stream-

9

Clustering & Replication

MEDIUM

cluster-

10

Security

HIGH

security-

11

Observability

MEDIUM

observe-

Quick Reference

1. Data Structures & Keys (HIGH)

  • data-choose-structure - Choose the Right Data Structure
  • data-key-naming - Use Consistent Key Naming Conventions

2. Memory & Expiration (HIGH)

  • ram-limits - Configure Memory Limits and Eviction Policies
  • ram-ttl - Set TTL on Cache Keys

3. Connection & Performance (HIGH)

  • conn-blocking - Avoid Slow Commands in Production
  • conn-pipelining - Use Pipelining for Bulk Operations
  • conn-pooling - Use Connection Pooling or Multiplexing
  • conn-timeouts - Configure Connection Timeouts

4. JSON Documents (MEDIUM)

  • json-partial-updates - Use JSON Paths for Partial Updates
  • json-vs-hash - Choose JSON vs Hash Appropriately

5. Redis Query Engine (HIGH)

  • rqe-dialect - Use DIALECT 2 for Query Syntax
  • rqe-field-types - Choose the Correct Field Type
  • rqe-index-creation - Index Only Fields You Query
  • rqe-index-management - Manage Indexes for Zero-Downtime Updates
  • rqe-query-optimization - Write Efficient Queries

6. Vector Search & RedisVL (HIGH)

  • vector-algorithm-choice - Choose HNSW vs FLAT Based on Requirements
  • vector-hybrid-search - Use Hybrid Search for Better Results
  • vector-index-creation - Configure Vector Indexes Properly
  • vector-rag-pattern - Implement RAG Pattern Correctly

7. Semantic Caching (MEDIUM)

  • semantic-cache-best-practices - Configure Semantic Cache Properly
  • semantic-cache-langcache-usage - Use LangCache for LLM Response Caching

8. Streams & Pub/Sub (MEDIUM)

  • stream-choosing-pattern - Choose Streams vs Pub/Sub Appropriately

9. Clustering & Replication (MEDIUM)

  • cluster-hash-tags - Use Hash Tags for Multi-Key Operations
  • cluster-read-replicas - Use Read Replicas for Read-Heavy Workloads

10. Security (HIGH)

  • security-acls - Use ACLs for Fine-Grained Access Control
  • security-auth - Always Use Authentication in Production
  • security-network - Secure Network Access

11. Observability (MEDIUM)

  • observe-commands - Use Observability Commands for Debugging
  • observe-metrics - Monitor Key Redis Metrics

How to Use

Read individual rule files for detailed explanations and code examples:

rules/rqe-index-creation.md

rules/vector-rag-pattern.md

Each rule file contains:

  • Brief explanation of why it matters
  • Correct example(s) with explanation
  • Either an "Incorrect" example (for anti-patterns that cause real harm) or "When to use / When NOT needed" guidance (for optional features)
  • Additional context and references

Full Compiled Document

For the complete guide with all rules expanded: AGENTS.md

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