Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add 62656456/ai-film-skills --skill hard-sci-fi-visual-directorgit clone --depth 1 https://github.com/62656456/ai-film-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/62656456/ai-film-skills/hard-sci-fi-visual-director)<a href="https://agentmods.dev/skills/62656456/ai-film-skills/hard-sci-fi-visual-director"><img src="https://agentmods.dev/badge/skills/62656456/ai-film-skills/hard-sci-fi-visual-director/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/62656456/ai-film-skills/hard-sci-fi-visual-director"><img src="https://agentmods.dev/badge/skills/62656456/ai-film-skills/hard-sci-fi-visual-director.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00323 | $0.06798 |
| Opus 5 | $0.00161 | $0.03399 |
| Sonnet 5 | $0.00065 | $0.01360 |
| Haiku 4.5 | $0.00032 | $0.00680 |
Grade A, and why
hard-sci-fi-visual-director scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 233 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Hard Sci-Fi Visual Director
Turn the current screenplay, story beat, approved project bible, or clearly labeled premise into a visual system and frame that preserve the story while making its science, world, behavior, camera, light, and production logic visible.
The method is fixed; the design is not. This Skill has no cross-project house palette, era, weather, location, character type, event type, camera distance, lens, interface style, or industrial silhouette. The combat-mecha route keeps silhouette-first authorship, credible mass, cinematic story relation, and source-requested humanoid readability without fixing a body, part library, weapon, scene menu, palette, or composition. Engineering explains the selected form; it does not replace visual authorship with a checklist.
Fixed method and variable design
Fixed across projects
- one current authority source and explicit version;
- separation of
FACT, necessaryDERIVATION, reversiblePROPOSAL, and approvedLOCKEDdecisions; - research for design-changing gaps before visual inference, with opened traceable sources rather than snippets or memory;
- verified fact, constrained extrapolation, and explicit hypothesis kept distinct;
- physical consequences for energy, heat, load, motion, medium, maintenance, biology, and failure where those systems matter;
- source mechanism may transfer; source appearance, franchise identity, signature composition, and palette may not;
- every important world claim ends in deliverable-visible evidence, and the requested medium's information capacity is checked before composition;
- interfaces serve a real declared agent/system task or test model and never rescue missing dramatic or physical blocking;
- weapon and defense design remains non-actionable;
- image generation requires an explicit user request; generation and internal pass never equal user approval.
Derived for each script or project
- future degree and imagination amplitude;
- world rules, civilization, institutions, scarcity, daily life, and operating history;
- environment, geography, architecture, medium, weather, hazards, and routes;
- production route and practical/VFX split;
- style thesis, palette, contrast, lighting hierarchy, camera, lens, and information order;
- characters, bodies, machines, organisms, equipment families, interfaces, damage, and wear;
- whether the scene is active, quiet, ambiguous, relational, establishing, aftermath, or reference-only.
What ships with it
19 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 523 B
- references/aesthetic-audit.md 22 KB
- references/cinematic-image-direction.md 6.1 KB
- references/combat-mecha-aesthetic.md 20 KB
- references/combat-mecha-form-direction.md 14 KB
- references/future-interface-systems.md 19 KB
- references/future-weapon-systems.md 18 KB
- references/inspiration-engine.md 10 KB
- references/live-action-cinematography.md 11 KB
- references/mecha-and-megafauna.md 19 KB
- references/organism-and-ecology.md 8.1 KB
- references/physics-and-engineering.md 8.2 KB
- references/production-design.md 11 KB
- references/prompt-examples.md 11 KB
- references/scene-routes.md 12 KB
- references/scene-world-design.md 8.4 KB
- references/script-to-visual-derivation.md 12 KB
- references/style-color-system.md 9.2 KB
- references/visual-continuity.md 10.0 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago Changed · +11 lines · +33 tokens per session 6459f5d8ae7d
- 12d ago First seen · 222 lines · 290 tokens per session scan A f4e382e5f41e
hard-sci-fi-visual-director is a skill published in the GitHub repository 62656456/ai-film-skills (17 stars, last pushed yesterday), licensed Apache-2.0. It adds 323 tokens to every session and 6,798 once invoked, about $0.0016 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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