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log-summarizer

Summarize noisy logs into likely causes and next steps. Use when a junior developer needs help interpreting logs.

personAuthor: jakexiaohubgithub

Log Summarizer

Purpose

Summarize noisy logs into likely causes and next steps.

Inputs to request

  • Log snippet and time range.
  • Service or component name.
  • Recent deploys or config changes.

Workflow

  1. Group similar errors and identify the first failure.
  2. Translate error messages into likely causes.
  3. Suggest immediate checks or fixes.

Output

  • Top error groups with counts.
  • Likely root cause and next actions.

Quality bar

  • Focus on the earliest failing signal.
  • Separate symptoms from root causes.