visual-audit

visual-audit is a skill for Claude Code, Codex from alohays/paper2pr. It costs 46 tokens per session (857 once invoked), scanned A, original, MIT.

A review process for Quarto RevealJS slide decks, which are presentations written in Quarto and displayed in a web browser.

In plain words
What is it for?
Use it to inspect full-deck screenshots and compare each slide with the deck's own layout limits and design rules.
Why use it?
It helps find crowded slides, content running off the page, inconsistent fonts, overused boxes, and alignment problems that may be missed in the source file.

Skill for Claude CodeCodex

Install

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.

agentmods
npx agentmods add skills/alohays/paper2pr/visual-audit
Any agent
npx skills add alohays/paper2pr --skill visual-audit
Clone the repo
git clone --depth 1 https://github.com/alohays/paper2pr

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for visual-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/alohays/paper2pr/visual-audit.svg)](https://agentmods.dev/skills/alohays/paper2pr/visual-audit)
Your own site
<a href="https://agentmods.dev/skills/alohays/paper2pr/visual-audit"><img src="https://agentmods.dev/badge/skills/alohays/paper2pr/visual-audit.svg" alt="Measured on agentmods" height="20"></a>
Per session 46 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 857 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00046 $0.00857
Opus 5 $0.00023 $0.00428
Sonnet 5 $0.00009 $0.00171
Haiku 4.5 $0.00005 $0.00086

Measured 4d ago against content hash 9cd2ca993a61, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

visual-audit 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.

.claude/skills/visual-audit/SKILL.md · 74 lines

How it starts

The opening of the file, as written. The whole thing — 74 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Visual Audit of Slide Deck

Perform a thorough visual layout audit of a slide deck, on the source and on the rendered pixels.

Steps

  1. Resolve the deck named in $ARGUMENTS and load its premises:

    python3 scripts/deckpath.py $ARGUMENTS --field qmd            # the source
    python3 scripts/deckprofile.py $ARGUMENTS                     # resolved profile JSON
    cat "$(python3 scripts/deckpath.py $ARGUMENTS --field config)"  # <deck>.deck.yml
    

    The density numbers below come from the profile JSON (bullets_max, bullets_max_with_figure, bullets_max_two_line, box_density, max_nesting); quote the deck's own budget in every density finding.

  2. Determine the ruleset:

    • Main theme (clean-academic.scss) -> full design-principles audit (.claude/rules/slide-design-principles.md)
    • Legacy theme (clean-academic-legacy.scss) or SUNY's own theme -> legacy audit only (overflow, spacing); skip density limits
  3. Screenshot every slide:

    python3 scripts/shoot_slides.py $ARGUMENTS --out /tmp/$ARGUMENTS-shots
    

    This renders the html first when it is missing or older than the qmd, then writes one 1280x720 PNG per slide in reading order (vertical stacks included). Read every PNG - the pixels catch what the source hides: real overflow, wrapped bullets, a figure that failed to load, a video slide stuck on a black frame. (bash scripts/preview.sh <name> still opens the deck in a browser when you need to interact with a slide.)

  4. Audit every slide for:

    DENSITY (new decks, budgets from the profile JSON): >1 core message, more bullets than bullets_max (bullets_max_with_figure with a figure; one less again if any bullet wraps to two lines), more wrapped bullets than bullets_max_two_line, any three-line bullet, more colored boxes than box_density, nesting deeper than max_nesting OVERFLOW: Content exceeding slide boundaries - confirm on the PNGs FONT CONSISTENCY: Any .smaller/.smallest in a new deck (forbidden), inline font-size overrides below 1em CENTERING (new decks): ad-hoc positioning fighting the theme, unjustified {.top-align} or {.left}, a deck that re-enables auto-stretch over the Quarto/_quarto.yml project default of false (or a _fixtures/ qmd that fails to repeat it - fixtures sit outside the project defaults) BOX FATIGUE: more boxes on one slide than the budget, wrong box types LAYOUT: Missing transitions, missing framing sentences, semantic colors

Read the full file on GitHub · 74 lines

Changes

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.

  1. 4d ago First seen · 74 lines · 46 tokens per session scan A 9cd2ca993a61

Subscribe to this mod's changes

visual-audit is a skill published in the GitHub repository alohays/paper2pr (5 stars, last pushed 2d ago), licensed MIT. It adds 46 tokens to every session and 857 once invoked, about $0.0002 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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