rmyndharis/antigravity-skills/debugging-toolkit-smart-debug

// Issue: "Checkout timeout errors (intermittent)"

// 1. Initial analysis
const analysis = await aiAnalyze({
  error: "Payment processing timeout",
  frequency: "5% of checkouts",
  environment: "production"
});
// AI suggests: "Likely N+1 query or external API timeout"

// 2. Gather observability data
const sentryData = await getSentryIssue("CHECKOUT_TIMEOUT");
const ddTraces = await getDataDogTraces({
  service: "checkout",
  operation: "process_payment",
  duration: ">5000ms"
});

// 3. Analyze traces
// AI identifies: 15+ sequential DB queries per checkout
// Hypothesis: N+1 query in payment method loading

// 4. Add instrumentation
span.setAttribute('debug.queryCount', queryCount);
span.setAttribute('debug.paymentMethodId', methodId);

// 5. Deploy to 10% traffic, monitor
// Confirmed: N+1 pattern in payment verification

// 6. AI generates fix
// Replace sequential queries with batch query

// 7. Validate
// - Tests pass
// - Latency reduced 70%
// - Query count: 15 → 1

debugging-toolkit-smart-debug

Summary

SKILL.md

Use this skill when

Do not use this skill when

Instructions

Context

Workflow

1. Initial Triage

2. Observability Data Collection

3. Hypothesis Generation

4. Strategy Selection

5. Intelligent Instrumentation

6. Production-Safe Techniques

7. Root Cause Analysis

8. Fix Implementation

9. Validation

10. Prevention

Example: Minimal Debug Session

Output Format

Related skills