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error-diagnostics-smart-debug - AI-assisted smart debugging and error diagnostics workflow

Diagnoses errors, analyzes stack traces and observability data, generates hypotheses, and provides validated fixes and prevention steps.

Tags

Updated: 2026-09-17

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Parse error messages and stack traces
  • Gather observability data and logs
  • Generate ranked debugging hypotheses
  • Select appropriate debugging strategy
  • Suggest intelligent instrumentation locations
  • Perform automated root cause analysis
  • Generate code fix proposal
  • Validate fixes and prevention steps

Inputs

  • Issue details or process arguments
  • Stack traces and error messages
  • Observability metrics and log data
  • Source code and implementation playbook

Outputs

  • Structured error diagnostic report
  • Root cause analysis
  • Code fix proposal
  • Fix validation plan
  • Prevention steps and regression tests

Requirements

  • Task tool with debugger subagent
  • Access to observability platform tools
  • AI model with code analysis capability

Source

  • Spec: SKILL.md
error-diagnostics
smart-debugging
root-cause-analysis
observability
troubleshooting
Parse error messages and stack traces
Gather observability data and logs
Generate ranked debugging hypotheses
Select appropriate debugging strategy
Issue details or process arguments
Stack traces and error messages
Observability metrics and log data
Structured error diagnostic report
Root cause analysis
Code fix proposal