Specify a webhook-driven task for OpenClaw
Describe event inputs, validation, deduplication, and intended actions before integration work.
Debug issues that occur sporadically and are hard to reproduce. Use monitoring and systematic investigation to identify root causes of flaky behavior.
---
name: intermittent-issue-debugging
description: >
Debug issues that occur sporadically and are hard to reproduce. Use monitoring
and systematic investigation to identify root causes of flaky behavior.
---
# Intermittent Issue Debugging
## Table of Contents
- [Overview](#overview)
- [When to Use](#when-to-use)
- [Quick Start](#quick-start)
- [Reference Guides](#reference-guides)
- [Best Practices](#best-practices)
## Overview
Intermittent issues are the most difficult to debug because they don't occur consistently. Systematic approach and comprehensive monitoring are essential.
## When to Use
- Sporadic errors in logs
- Users report occasional issues
- Flaky tests
- Race conditions suspected
- Timing-dependent bugs
- Resource exhaustion issues
## Quick Start
Minimal working example:
```javascript
// Strategy 1: Comprehensive Logging
// Add detailed logging around suspected code
function processPayment(orderId) {
const startTime = Date.now();
console.log(`[${startTime}] Payment start: order=${orderId}`);
try {
const result = chargeCard(orderId);
console.log(`[${Date.now()}] Payment success: ${orderId}`);
return result;
} catch (error) {
const duration = Date.now() - startTime;
console.error(`[${Date.now()}] Payment FAILED:`, {
order: orderId,
error: error.message,
duration_ms: duration,
error_type: error.constructor.name,
stack: error.stack,
});
throw error;
}
}
// Strategy 2: Correlation IDs
// ... (see reference guides for full implementation)
```
## Reference Guides
Detailed implementations in the `references/` directory:
| Guide | Contents |
|---|---|
| [Capturing Intermittent Issues](references/capturing-intermittent-issues.md) | Capturing Intermittent Issues |
| [Common Intermittent Issues](references/common-intermittent-issues.md) | Common Intermittent Issues |
| [Systematic Investigation Process](references/systematic-investigation-process.md) | Systematic Investigation Process |
| [Monitoring & Prevention](references/monitoring-prevention.md) | Monitoring & Prevention |
## 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
---
name: intermittent-issue-debugging
description: >
Debug issues that occur sporadically and are hard to reproduce. Use monitoring
and systematic investigation to identify root causes of flaky behavior.
---
# Intermittent Issue Debugging
## Table of Contents
- [Overview](#overview)
- [When to Use](#when-to-use)
- [Quick Start](#quick-start)
- [Reference Guides](#reference-guides)
- [Best Practices](#best-practices)
## Overview
Intermittent issues are the most difficult to debug because they don't occur consistently. Systematic approach and comprehensive monitoring are essential.
## When to Use
- Sporadic errors in logs
- Users report occasional issues
- Flaky tests
- Race conditions suspected
- Timing-dependent bugs
- Resource exhaustion issues
## Quick Start
Minimal working example:
```javascript
// Strategy 1: Comprehensive Logging
// Add detailed logging around suspected code
function processPayment(orderId) {
const startTime = Date.now();
console.log(`[${startTime}] Payment start: order=${orderId}`);
try {
const result = chargeCard(orderId);
console.log(`[${Date.now()}] Payment success: ${orderId}`);
return result;
} catch (error) {
const duration = Date.now() - startTime;
console.error(`[${Date.now()}] Payment FAILED:`, {
order: orderId,
error: error.message,
duration_ms: duration,
error_type: error.constructor.name,
stack: error.stack,
});
throw error;
}
}
// Strategy 2: Correlation IDs
// ... (see reference guides for full implementation)
```
## Reference Guides
Detailed implementations in the `references/` directory:
| Guide | Contents |
|---|---|
| [Capturing Intermittent Issues](references/capturing-intermittent-issues.md) | Capturing Intermittent Issues |
| [Common Intermittent Issues](references/common-intermittent-issues.md) | Common Intermittent Issues |
| [Systematic Investigation Process](references/systematic-investigation-process.md) | Systematic Investigation Process |
| [Monitoring & Prevention](references/monitoring-prevention.md) | Monitoring & Prevention |
## 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
Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.
Resource notes updated 2026-10-27 · Original instructions by aj-geddes