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Visual Audit of Slide Deck — measured AI agent skill | DecimalAI

brycewang-stanford/visual-audit

NewSkillScoreMaintained

Perform adversarial visual audit of Quarto or Beamer slides checking for overflow, font consistency, box fatigue, and layout issues.

by brycewang-stanford

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Design & UX Review pack

decimalai skills pull brycewang-stanford-visual-audit

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/brycewang-stanford-visual-audit/SKILL.md

Raw file: /s/brycewang-stanford-visual-audit/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-visual-audit.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

—-37% tokens0% turns73% of whole cases pass with skill (16/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-06	✗→✓	▲ Improved	-42%	0%
case-10	✗→✓	▲ Improved	-70%	0%
case-11	✗→✓	▲ Improved	-62%	0%
case-13	✗→✓	▲ Improved	-28%	0%
case-14	✗→✓	▲ Improved	-41%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / Auto-Empirical-Research-Skills

skills/12-pedrohcgs-claude-code-my-workflow/dot-claude/skills/visual-audit/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/2/2026Version v1

Skill contents

SKILL.md

Visual Audit of Slide Deck

Perform a thorough visual layout audit of a slide deck.

Steps

Read the slide file specified in $ARGUMENTS

For Quarto (.qmd) files:

Render with quarto render Quarto/$ARGUMENTS
Open in browser to inspect each slide

For Beamer (.tex) files:

Compile and check for overfull hbox warnings

Audit every slide for:

OVERFLOW: Content exceeding slide boundaries FONT CONSISTENCY: Inline font-size overrides, inconsistent sizes BOX FATIGUE: 2+ colored boxes on one slide, wrong box types SPACING: Missing negative margins, missing fig-align LAYOUT: Missing transitions, missing framing sentences, semantic colors

Produce a report organized by slide with severity and recommendations

Follow the spacing-first principle:
Reduce vertical spacing with negative margins
Consolidate lists
Move displayed equations inline
Reduce image/SVG size
Last resort: font size reduction (never below 0.85em)

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Other measured skills in the registry, with their headline benchmark lift.