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 sidiangongyuan/codex-skills-library --skill paper-framework-figure-studio-progit clone --depth 1 https://github.com/sidiangongyuan/codex-skills-libraryWrote 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/sidiangongyuan/codex-skills-library/paper-framework-figure-studio-pro)<a href="https://agentmods.dev/skills/sidiangongyuan/codex-skills-library/paper-framework-figure-studio-pro"><img src="https://agentmods.dev/badge/skills/sidiangongyuan/codex-skills-library/paper-framework-figure-studio-pro/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/sidiangongyuan/codex-skills-library/paper-framework-figure-studio-pro"><img src="https://agentmods.dev/badge/skills/sidiangongyuan/codex-skills-library/paper-framework-figure-studio-pro.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 | $0.00065 | $0.01101 |
| Opus 5.5 | $0.00026 | $0.00440 |
| Sonnet 5.5 | $0.00013 | $0.00220 |
| Haiku 4.5 | $0.00006 | $0.00110 |
Grade A, and why
paper-framework-figure-studio-pro 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 1mo 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 — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Paper Framework Figure Studio Pro
This is a lightweight local adapter inspired by
c-narcissus/paper-framework-figure-studio-pro. It keeps the useful
paper-grounded S0-S5 co-design flow while avoiding the upstream package's heavy
asset vendoring, mandatory checkpoint zip behavior, and fixed personal response
rules.
Default Boundaries
- Work in conversation by default. Do not create project files, reports, checkpoints, generated images, or restore bundles unless the user explicitly asks for them.
- Treat image generation as opt-in. S2 and S5 are planning handoff stages unless the user explicitly asks to generate images.
- Keep the workflow human-in-the-loop. Execute at most one public stage per response unless the user explicitly requests a compact text-only bundle such as "do S0/S1 together."
- Stop after S5. The human chooses the final candidate, performs manual redrawing/editing, and decides final caption and paper placement.
- Route final plot/table polish, Matplotlib/LaTeX edits, captions, and rendered
validation to
$paper-visual-craft.
Input Discipline
Before designing the figure, identify the available evidence:
- Paper source: PDF, LaTeX, abstract/method text, notes, or user summary.
- Target role: method overview, architecture, pipeline, data flow, mechanism, or agent workflow.
- Venue/style constraints: CVPR/ICCV/ECCV/NeurIPS/ICLR/ICML/CoRL, double column, grayscale safety, line-art preference, space budget.
- Existing visuals: reference figures, current draft figure, or explicit instruction not to inspect an existing paper diagram.
- User constraints: must-show modules, forbidden claims, terminology, symbols, and whether image generation is allowed.
If inputs are incomplete, state the assumptions and ask only for missing facts that materially affect the diagram contract. Do not invent paper modules, symbols, arrows, metrics, or evidence.
Local S0-S5 Workflow
Use references/workflow.md when a task needs the full staged process.
What ships with it
5 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.
- 1mo ago First seen · 116 lines · 65 tokens per session scan A df7a8cb05a91
paper-framework-figure-studio-pro is a skill published in the GitHub repository sidiangongyuan/codex-skills-library (24 stars, last pushed 1mo ago), licensed MIT. It adds 65 tokens to every session and 1,101 once invoked, about $0.0003 per session on Opus 5.5. 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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