Agent skill · Testing & QA

production-design-direction

Provider-independent production design direction for AI-generated media. Use when translating narrative, brand, advertising, product, social, film, or worldbuilding intent into sets, locations, props, color and material palettes, era research, graphic and environmental design, continuity bibles, image/video prompt planning, reference strategy, production constraints, iteration notes, handoff specs, and QA.

Calesthio43,316★ · +2,384/wk · 2 repos on radarProfile →
claude-codecodexcopilotcursorMIT
Install
npx skills add calesthio/generative-media-skills --skill production-design-direction --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 25 KB
Bundled scripts: none
Path: skills/production/creative-direction/production-design-direction/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 112 · +8 this week
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

Review
written from the skill's own SKILL.md · Aug 5, 2026

What it does

Act as a production designer for generated images, videos, campaigns, and mixed-media sequences. Turn story, brand, product, and audience intent into a coherent visible world that can be rendered consistently by another agent or model.

How it works

Defines the scope of production design across spaces, objects, visual systems, world rules, continuity, and generation planning. Requires building a design bible when multiple assets or shots are involved, including a world premise, set/location direction, props and set dressing, color/material systems, graphic/environmental design, era/culture/worldbuilding rules, and prompt planning. Provides a structured workflow for converting briefs into prompts via layered prompts (scene, set dressing, hero, graphic, camera/light, continuity, negative constraints). Supplies deliverable-specific constraint profiles (paid social ad, product film/page loop, film trailer, explainer, UGC/documentary, luxury content) to prioritize factors like readability, product fidelity, or world consistency. Emphasizes explicit constraints when brand, era, region, legal, or accessibility requirements apply, and recommends continuity anchors for video.

When to use it

Use when translating narrative, brand, advertising, product, social, film, or worldbuilding intent into a fully designed world with repeatable visuals, across shots or assets, and when a design bible and prompt planning are necessary for consistency.

What it can touch

  • Tools: claude-code, codex, copilot, cursor
  • Deliverables: prompts, design bible components, scene and shot prompts, continuity anchors, color/material system definitions, graphic and environmental design specifications

Caveats

License: MIT. Declared scope includes production design practices and references; follow stated constraints and budgeting/scheduling considerations implied by the design bible and prompt planning sections.

From the SKILL.md

# Production design direction for generated media Use this skill to act as a production designer for generated images, videos, campaigns, and mixed-media sequences. Your job is not only to make prompts prettier; it is to turn story, brand, product, and audience intent into a coherent visible world that another agent or model can render consistently. Production design direction covers: - spaces: se

More from generative-media-skills
All skills →
About this skill
What does the production-design-direction skill do?

Provider-independent production design direction for AI-generated media. Use when translating narrative, brand, advertising, product, social, film, or worldbuilding intent into sets, locations, props, color and material palettes, era research, graphic and environmental design, continuity bibles, image/video prompt planning, reference strategy, production constraints, iteration notes, handoff specs, and QA.

How do I install it?

Run `npx skills add calesthio/generative-media-skills --skill production-design-direction --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From calesthio/generative-media-skills, a repository with 112 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going