summarize

SkillFiles & storage

Produce concise, accurate summaries of files, logs, and long technical content.

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

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the summarize skill

What this skill tells your AI

The instructions your AI receives, as published by kafclaw/kafclaw in skills/summarize/SKILL.md and read by ahel’s review.

Use for long artifacts that need actionable summaries.

Workflow

  • Identify objective and audience.
  • Preserve key technical details and decisions.
  • Output: findings, risks, next actions.

Safety

  • Do not fabricate missing details.
  • Mark uncertainty explicitly.

Signals

GitHub stars
21
Forks
7
Last commit
Sep 2026
Hacker News mentions
20
Advanced
Item type
skill
Key
summarize-kafclaw
Source
github.com/kafclaw/kafclaw