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 wanshuiyin/ARIS-Movie-Director --skill comic-panel-prompt-buildergit clone --depth 1 https://github.com/wanshuiyin/ARIS-Movie-DirectorWrote 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/wanshuiyin/aris-movie-director/comic-panel-prompt-builder)<a href="https://agentmods.dev/skills/wanshuiyin/aris-movie-director/comic-panel-prompt-builder"><img src="https://agentmods.dev/badge/skills/wanshuiyin/aris-movie-director/comic-panel-prompt-builder/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/wanshuiyin/aris-movie-director/comic-panel-prompt-builder"><img src="https://agentmods.dev/badge/skills/wanshuiyin/aris-movie-director/comic-panel-prompt-builder.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00000 | $0.07696 |
| Opus 5 | $0.00000 | $0.03848 |
| Sonnet 5 | $0.00000 | $0.01539 |
| Haiku 4.5 | $0.00000 | $0.00770 |
Grade A, and why
comic-panel-prompt-builder 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 13d 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 — 332 lines — stays where its author put it; the contents beside it link to each section on GitHub.
comic-panel-prompt-builder — the Deterministic Bake Compiler (搬运工原則)
The last authoring step before a pixel ever gets baked. Given ONE upstream-approved panel_spec and its
status: locked blueprint, this skill COMPILES — it does not brainstorm — the exact message
comic-director (Phase 2/3) will hand to the agent mcp__codex__codex sidecar
bake (Codex's native image tool), plus the locked identity-ref list. It is the comic twin of the framework's
shot-prompt-builder: a pure Layer-3 transform
with no Codex call in the happy path — it only emits a prompt_bundle; the spiral engine submits it.
Everything the generation backend ever sees passes through here, so this is where the 搬运工原則 is
enforced at emit time: the bake backend (Codex's native image-generation tool; the underlying image model is
not pinned or attested by this repo) owns optics; ART_BIBLE.md owns style; no camera /
lens / lighting / "8K hyperrealistic cinematic" padding leaks into the bake, and no bubble text gets
baked unless the panel is explicitly text_mode: "baked". The author (storyboard/blueprint layers) decides
what; this skill decides nothing — it transcribes a locked spec into a backend-legal string and FAILS
(it never papers over) when the spec is malformed.
panel_spec (status:locked) ─▶ ① RESOLVE — load panel_spec + its blueprint + ART_BIBLE style_prefix
+ blueprint (status:locked) enforce 4 prerequisites (node_type, blueprint status:locked, REAL refs, style_prefix resolves)
▼
② COMPOSE — fixed-section condition_string (order is load-bearing, do NOT refactor)
▼ style_prefix + [BAKED DIALOGUE only if text_mode==baked] + SCENE + FIXED ELEMENTS
▼ + ALLOWED CHANGE vs prior panel + FORBIDDEN + SCREEN-TEXT WHITELIST(expected_literals)
▼
②·5 INJECT (retry only) — active failure_mode positive-invariants to the FRONT
▼
③ VALIDATE — banned-vocab + length + no-baked-bubbles + real-refs on the COMPOSED string
▼ (the hard gate — ANY hit = fail-closed, push the fix UPSTREAM)
▼
④ EMIT — write the prompt_bundle node; route html_bubbles[] to the JSON viewer ONLY
▼
pass? ─ no ─▶ exit 4 (banned/length) | exit 7 (failure_mode trigger still fires) | exit 3 (prereq)
│ yes
▼
⑤ stdout one-line JSON {prompt_bundle_id, panel_id, source_blueprint_id}
What ships with it
2 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.
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.
- 13d ago First seen · 332 lines · 0 tokens per session scan A 9587f1774e84
comic-panel-prompt-builder is a skill published in the GitHub repository wanshuiyin/ARIS-Movie-Director (61 stars, last pushed 3d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 7,696 tokens. 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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