Log Summarizer

SkillMonitoring & ops

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

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Log Summarizer skill

What this skill tells your AI

The instructions your AI receives, as published by proflead/codex-skills-library in skills/foundation/log-summarizer/SKILL.md and read by ahel’s review.

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.

Signals

GitHub stars
144
Forks
30
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
log-summarizer
Source
github.com/proflead/codex-skills-library