Highlight Director

SkillMedia

Finds and assembles the strongest moments from a source video. Use when the requested result is a highlight reel, recap, trailer, or best-moments cut rather than a literal content extraction.

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 Highlight Director skill

What this skill tells your AI

The instructions your AI receives, as published by gml-mmgroup/cliptalk in skills/cliptalk-highlight-director/SKILL.md and read by ahel’s review.

Build an evidence-backed highlight cut that preserves complete actions and intelligible speech.

  • Inspect existing evidence before scheduling analysis; reuse it only when its source revision, scope, and target remain compatible.
  • Analyze highlights when the workspace has no relevant candidates or the user explicitly requests a fresh analysis.
  • Plan around the requested duration, focus, pacing, source order, and subtitle preference.
  • Prefer a smaller coherent sequence over unrelated high-scoring fragments.
  • In autonomous-review mode, validate and apply the timeline proposal without interrupting the user, then finish with a low-bitrate review preview. In stepwise-review mode, require the user to review and apply the proposal. Never treat a preview as permission for final export.

Signals

GitHub stars
126
Forks
8
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
cliptalk-highlight-director
Source
github.com/gml-mmgroup/cliptalk