Skip to content
All Skills

Redis Best Practices

Redis performance optimization and best practices. Use this skill when working with Redis data structures, Redis Query Engine (RQE), vector search with RedisVL, semantic caching with LangCache, or optimizing Redis performance.

Agent Orchestration|v1|Updated 5/18/2026|GitHub source
MCP get_skill({ skillId: "redis-best-practices-0e74c3a0" })

Use this skill with your agent

Create a free account and connect via MCP

Get Started Free
# 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`
#github#external#license-mit#redis-agent-skills#redis#development

Related Skills

More skills in Agent Orchestration

1. Product type search — what design patterns fit this product?

Design UI/UX systems with style guides, palettes, typography, and component specs for new interfaces

#github#broad-capabilityMIT

Acp Router

Route plain-language requests for Claude Code, Cursor, Copilot, OpenClaw ACP, OpenCode, Gemini CLI, Qwen, Kiro, Kimi, iFlow, Factory Droid, Kilocode, or explicit ACP harness work into either OpenClaw ACP runtime sessions or direct acpx-driven sessions ("telephone game" flow). For coding-agent thread requests, read this skill first, then use only `sessions_spawn` for thread creation. Codex chat binding defaults to the native Codex app-server plugin unless ACP is explicit or background spawn needs ACP.

#broad-capability#browserMIT

Add New Safe Output Type

Adding a New Safe Output Type to GitHub Agentic Workflows

#github#broad-capabilityMIT

Agent Governance

Patterns and techniques for adding governance, safety, and trust controls to AI agent systems. Use this skill when: - Building AI agents that call external tools (APIs, databases, file systems) - Implementing policy-based access controls for agent tool usage - Adding semantic intent classification to detect dangerous prompts - Creating trust scoring systems for multi-agent workflows - Building audit trails for agent actions and decisions - Enforcing rate limits, content filters, or tool restrictions on agents - Working with any agent framework (PydanticAI, CrewAI, OpenAI Agents, LangChain, AutoGen)

#github-copilot#agentMIT

Agentic Development

Build AI agents with Pydantic AI (Python) and Claude SDK (Node.js)

#claude-bootstrap#bootstrapMIT

Agentic Workflows

Route gh-aw workflow design/create/debug/upgrade requests to the right prompts.

#broad-capability#agentic-workflowsMIT