Cover Director
SkillMediaLets your agent create three reviewable thumbnail and cover image options for a ClipTalk video.
Available today. Use it from your connected AI after setup.
No other account needed.
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 Cover Director skill
About this skill
Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video. Use when the user asks for a cover, poster frame, or thumbnail; do not use for timeline editing or social-video reframing.
What this skill tells your AI
The instructions your AI receives, as published by gml-mmgroup/cliptalk in skills/cliptalk-cover-director/SKILL.md and read by ahel’s review.
Create a recognizable, faithful, small-screen-legible cover and require an exact user selection before changing the current cover.
- Prefer an accepted cut as the source. Fall back to the source video only when no accepted output is available.
- Propose diverse frames across evidence-backed moments. Preserve source time, evidence references, component scores, and rejection reasons; suppress black and perceptually duplicate frames.
- Rank with the declared 100-point policy: request alignment 25, subject readability 20, emotion or action 20, visual clarity 15, title-safe space 10, and distinctiveness 10.
- Render three local, source-derived directions: clean, editorial, and cinematic. Add title text only when the request explicitly supplies it; do not invent a quotation or claim.
- Keep every output as a review artifact.
review_cover_variantsmust stop for the user to choose one exact variant, even when the surrounding Agent uses autonomous review. confirm_covermay version and activate only that reviewed variant and matching content hash. Preserve previous versions, never modify the video output, and never publish externally.- Do not claim generated imagery, identity retouching, platform certification, or formal campaign export. Those capabilities are outside this version.
Signals
- GitHub stars
- 128
- Forks
- 9
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Key
cliptalk-cover-director- Source
- github.com/gml-mmgroup/cliptalk