Log Analysis

SkillMonitoring & ops

Analyze application and system logs to identify errors, patterns, and root causes. Use log aggregation tools and structured logging for effective debugging.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Log Analysis skill

What this skill tells your AI

The instructions your AI receives, as published by aj-geddes/useful-ai-prompts in skills/log-analysis/SKILL.md and read by ahel’s review.

Table of Contents

  • Overview
  • When to Use
  • Quick Start
  • Reference Guides
  • Best Practices

Overview

Logs are critical for debugging and monitoring. Effective log analysis quickly identifies issues and enables root cause analysis.

When to Use

  • Troubleshooting errors
  • Performance investigation
  • Security incident analysis
  • Auditing user actions
  • Monitoring application health

Quick Start

Minimal working example:

// Good: Structured logs (machine-readable)
logger.info({
  level: 'INFO',
  timestamp: '2024-01-15T10:30:00Z',
  service: 'auth-service',
  user_id: '12345',
  action: 'user_login',
  status: 'success',
  duration_ms: 150,
  ip_address: '192.168.1.1'
});

// Bad: Unstructured logs (hard to parse)
console.log('User 12345 logged in successfully in 150ms from 192.168.1.1');

// JSON Format (Elasticsearch friendly)
{
  "@timestamp": "2024-01-15T10:30:00Z",
  "level": "ERROR",
  "service": "api-gateway",
  "trace_id": "abc123",
  "message": "Database connection failed",
  "error": {
    "type": "ConnectionError",
    "code": "ECONNREFUSED"
// ... (see reference guides for full implementation)

Reference Guides

Detailed implementations in the references/ directory:

GuideContents
Structured LoggingStructured Logging
Log Levels & PatternsLog Levels & Patterns
Log Analysis ToolsLog Analysis Tools
Common Log Analysis QueriesCommon Log Analysis Queries

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

Signals

GitHub stars
339
Forks
55
Last commit
Mar 2026
Advanced
Catalog kind
skill
Gateway key
log-analysis
Source
github.com/aj-geddes/useful-ai-prompts