/database-query-optimization
Improve database query performance through indexing, query optimization, and execution plan analysis. Reduce response times and database load.
$ npx -y skills add aj-geddes/useful-ai-prompts --skill database-query-optimization --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/database-query-optimization
Context preview
The summary Claude sees to decide when to auto-load this skill.
Improve database query performance through indexing, query optimization, and execution plan analysis. Reduce response times and database load.
SKILL.md
database-query-optimization.SKILL.mdname: database-query-optimization
description: >
Improve database query performance through indexing, query optimization, and
execution plan analysis. Reduce response times and database load.
Database Query Optimization
Table of Contents
- [Overview](#overview)
- [When to Use](#when-to-use)
- [Quick Start](#quick-start)
- [Reference Guides](#reference-guides)
- [Best Practices](#best-practices)
Overview
Slow database queries are a common performance bottleneck. Optimization through indexing, efficient queries, and caching dramatically improves application performance.
When to Use
- Slow response times
- High database CPU usage
- Performance regression
- New feature deployment
- Regular maintenance
Quick Start
Minimal working example:
-- Analyze query performance
EXPLAIN ANALYZE
SELECT users.id, users.name, COUNT(orders.id) as order_count
FROM users
LEFT JOIN orders ON users.id = orders.user_id
WHERE users.created_at > '2024-01-01'
GROUP BY users.id, users.name
ORDER BY order_count DESC;
-- Results show:
-- - Seq Scan (slow) vs Index Scan (fast)
-- - Rows: actual vs planned (high variance = bad)
-- - Execution time (milliseconds)
-- Key metrics:
-- - Sequential Scan: Full table read (slow)
-- - Index Scan: Uses index (fast)
-- - Nested Loop: Joins with loops
-- - Sort: In-memory or disk sort
Reference Guides
Detailed implementations in the `references/` directory:
| Guide | Contents | |---|---| | [Query Analysis](references/query-analysis.md) | Query Analysis | | [Indexing Strategy](references/indexing-strategy.md) | Indexing Strategy | | [Query Optimization Techniques](references/query-optimization-techniques.md) | Query Optimization Techniques | | [Optimization Checklist](references/optimization-checklist.md) | Optimization Checklist |
Best Practices
✅ DO
- Follow established patterns and conventions
- Write clean, maintainable code
- Add appropriate documentation
- Test thoroughly before deploying
❌ DON'T
- Skip testing or validation
- Ignore error handling
- Hard-code configuration values
Read more
name: database-query-optimization description: > Improve database query performance through indexing, query optimization, and execution plan analysis. Reduce response times and database load.
Database Query Optimization
Table of Contents
- [Overview](#overview)
- [When to Use](#when-to-use)
- [Quick Start](#quick-start)
- [Reference Guides](#reference-guides)
- [Best Practices](#best-practices)
Overview
Slow database queries are a common performance bottleneck. Optimization through indexing, efficient queries, and caching dramatically improves application performance.
When to Use
- Slow response times
- High database CPU usage
- Performance regression
- New feature deployment
- Regular maintenance
Quick Start
Minimal working example:
-- Analyze query performance EXPLAIN ANALYZE SELECT users.id, users.name, COUNT(orders.id) as order_count FROM users LEFT JOIN orders ON users.id = orders.user_id WHERE users.created_at > '2024-01-01' GROUP BY users.id, users.name ORDER BY order_count DESC; -- Results show: -- - Seq Scan (slow) vs Index Scan (fast) -- - Rows: actual vs planned (high variance = bad) -- - Execution time (milliseconds) -- Key metrics: -- - Sequential Scan: Full table read (slow) -- - Index Scan: Uses index (fast) -- - Nested Loop: Joins with loops -- - Sort: In-memory or disk sort
Reference Guides
Detailed implementations in the `references/` directory:
| Guide | Contents | |---|---| | [Query Analysis](references/query-analysis.md) | Query Analysis | | [Indexing Strategy](references/indexing-strategy.md) | Indexing Strategy | | [Query Optimization Techniques](references/query-optimization-techniques.md) | Query Optimization Techniques | | [Optimization Checklist](references/optimization-checklist.md) | Optimization Checklist |
Best Practices
✅ DO
- Follow established patterns and conventions
- Write clean, maintainable code
- Add appropriate documentation
- Test thoroughly before deploying
❌ DON'T
- Skip testing or validation
- Ignore error handling
- Hard-code configuration values
488 production-ready AI prompts, all following a standardized template with validated quality gates. Transform ChatGPT, Claude, and other AI assistants into expert consultants.
Repo: aj-geddes/useful-ai-prompts
Other skills on useful-ai-prompts.
- /ab-test-analysis
Design and analyze A/B tests, calculate statistical significance, and determine sample sizes for conversion optimization and experiment validation
Open skill - /access-control-rbac
Implement Role-Based Access Control (RBAC), permissions management, and authorization policies. Use when building secure access control systems with fine-grained permissions.
Open skill - /accessibility-compliance
Implement WCAG 2.1/2.2 accessibility standards, screen reader compatibility, keyboard navigation, and a11y testing. Use when building inclusive web applications, ensuring regulatory compliance, or improving user experience for people with disabilities.
Open skill - /accessibility-testing
Test web applications for WCAG compliance and ensure usability for users with disabilities. Use for accessibility test, a11y, axe, ARIA, keyboard navigation, screen reader compatibility, and WCAG validation.
Open skill - /agile-sprint-planning
Plan and execute effective sprints using Agile methodologies. Define sprint goals, estimate user stories, manage sprint backlog, and facilitate daily standups to maximize team productivity and deliver value incrementally.
Open skill - /alert-management
Implement comprehensive alert management with PagerDuty, escalation policies, and incident coordination. Use when setting up alerting systems, managing on-call schedules, or coordinating incident response.
Open skill

