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 Phantomlau3674/ai-film-director-workbench --skill ai-video-prompt-generatorgit clone --depth 1 https://github.com/Phantomlau3674/ai-film-director-workbenchWrote 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/phantomlau3674/ai-film-director-workbench/ai-video-prompt-generator)<a href="https://agentmods.dev/skills/phantomlau3674/ai-film-director-workbench/ai-video-prompt-generator"><img src="https://agentmods.dev/badge/skills/phantomlau3674/ai-film-director-workbench/ai-video-prompt-generator/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/phantomlau3674/ai-film-director-workbench/ai-video-prompt-generator"><img src="https://agentmods.dev/badge/skills/phantomlau3674/ai-film-director-workbench/ai-video-prompt-generator.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 | $0.00083 | $0.01913 |
| Opus 5 | $0.00042 | $0.00957 |
| Sonnet 5 | $0.00017 | $0.00383 |
| Haiku 4.5 | $0.00008 | $0.00191 |
Grade A, and why
ai-video-prompt-generator 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 12d 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 — 182 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI Video Prompt Generator
This skill no longer writes final prompts directly inside the Codex chat context.
It consumes a clean prompt_spec.json, validates it, calls an isolated LLM
prompt generator, and lints the output.
Required Reading
Read only what the task needs:
references/v2-core-protocol.mdfor the generic v2 prompt contract.references/prompt_spec.schema.jsonbefore creating or changing specs.references/output-contract.mdbefore consuming generator output.references/seedance-provider-prompting.mdwhen the target provider is Dreamina, Seedance, Jimeng, or another Seedance-like multimodal video surface.references/director-dense-seedance-protocol.mdwhen the requested clip is a continuous take, timed multi-beat sequence, dialogue scene, transformation, occlusion transition, action tableau, cross-video continuation, representation-layer change, or other director-dense prompt.references/asset-duty-handoff.mdwhen the prompt uses character, environment, prop, palette, storyboard, staging, frame, source-video, voice, or cadence assets.director_profiles/*.mdonly for the selected director profile.
Do not load old project examples, deprecated compatibility rules, or chat history into the generator. Project-specific examples belong in the movie root, not inside this generic skill.
Workflow
- Build or receive a
prompt_spec.jsonfrom project truth. Choosevalidation_policy.stagebefore adding detail:explorationfor creative discovery,proof_shotfor a runnable experiment,batchfor repeatable production, orreleasefor final delivery. Missing creative contracts are warnings in the first two stages and blockers in the last two. Legacy specs without this field remainbatchfor compatibility. Chooseprompt_density_policy.modedeliberately:compact_motionfor one controllable event, ordirector_densefor a complete timed execution contract. Long output is valid in director-dense mode; completeness, not brevity, is the gate. Also chooseprompt_density_policy.control_source:prompt_owned,asset_delegated,existing_video_delta, ordialogue_audio. A compact prompt may carry several inherited beats only when approved assets or a source clip own those beats and the spec names the inherited and text-owned controls. Do not expand a one-delta edit or voice cue into a scene rewrite. Treat director contracts as modules, not a form to fill. Use only the modules that reduce a real ambiguity or known failure risk for this shot. Consume approved asset duties; do not paste upstream character/scene/prop generation briefs into the video motion prompt. Canonical asset creation remains withai-film-production-system; this skill binds those assets to the shot and protects them from cross-duty contamination. Ifexisting_video_deltaordialogue_audioalready has an authoritative source picture, skip still/storyboard generation. An emptystoryboard_promptis then correct control allocation, not missing work. - Run:
What ships with it
24 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.
- director_profiles/dialogue_control.md 1.6 KB
- director_profiles/embodied_pov.md 2.7 KB
- director_profiles/high_action_physics.md 2.9 KB
- director_profiles/neutral_cinematic.md 1.6 KB
- fixtures/invalid_high_action_missing_arc.prompt_spec.json 3.1 KB
- fixtures/invalid_high_action_missing_background_layers.prompt_spec.json 3.9 KB
- fixtures/invalid_high_action_missing_reference.prompt_spec.json 3.4 KB
- fixtures/valid_action_tableau.prompt_spec.json 5.4 KB
- fixtures/valid_dialogue.prompt_spec.json 3.3 KB
- fixtures/valid_director_dense.prompt_spec.json 8.2 KB
- fixtures/valid_mounted_action.prompt_spec.json 5.2 KB
- references/asset-duty-handoff.md 2.5 KB
- references/director-dense-seedance-protocol.md 8.1 KB
- references/output-contract.md 6.0 KB
- references/prompt_spec.schema.json 17 KB
- references/seedance-provider-prompting.md 6.0 KB
- references/v2-core-protocol.md 7.9 KB
- scripts/creative_behavior_validate.py 8.5 KB runs code
- scripts/generate_motion_prompt.py 5.9 KB runs code
- scripts/generate_prompt.py 65 KB runs code
- scripts/generate_storyboard_prompt.py 4.5 KB runs code
- scripts/lint_prompt_output.py 39 KB runs code
- scripts/quick_validate.py 31 KB runs code
- scripts/validate_prompt_spec.py 35 KB runs code
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.
- 12d ago First seen · 182 lines · 83 tokens per session scan A c156da2c3e0d
ai-video-prompt-generator is a skill published in the GitHub repository Phantomlau3674/ai-film-director-workbench (15 stars, last pushed 2mo ago), licensed MIT. It adds 83 tokens to every session and 1,913 once invoked, about $0.0004 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 2026-08-30.
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universal-video-prompt-skill
Write one model-agnostic video prompt spec, then compile it to whichever video model you can actually call. Use for cross-model prompt work, model comparison matrices, reusing one brief across providers, or when the target model is not yet available and the work must proceed on another one.
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see-dance-2-video-prompt-architect
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director-cinematography
Virtual director and cinematographer for AI-generated short videos using Higgsfield. Takes a script, scene, or creative idea and produces a shot-by-shot visual direction plan with ready-to-paste Higgsfield prompts — camera presets, lenses, lighting, color grading, and motion directives for every shot. Channels 11…
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Write production-ready Seedance 2.0 prompts (image, video, and motion/edit) for Higgsfield. Use this skill whenever the user wants a single Seedance prompt rather than a full shotlist — e.g. "make a Seedance prompt for X", "write me a video prompt", "restyle this clip", "turn my photo into a character sheet"…