skills/smithery.ai/debugging-complex-multi-layer-systems

debugging-complex-multi-layer-systems

Installation
SKILL.md

Layered Bug Diagnosis Pattern

Use this reasoning pattern when fixing one bug reveals another bug in the same operation, or when debugging complex multi-layer systems.

Pattern Recognition Triggers

Invoke this pattern when:

  • Fixing a bug doesn't resolve the user-visible issue
  • Test case passes but integration still fails
  • Error messages change after initial fix (sign of layered issues)
  • Operation involves 3+ abstraction layers (UI → Service → Data → External)
  • Symptoms appear in one layer but root cause may be elsewhere

Core Methodology

Phase 1: Map the Layers

Identify all abstraction layers involved in the failing operation:

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Mar 19, 2026
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