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.
git clone --depth 1 https://github.com/tan-yong-sheng/ai-vision-mcpWrote 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/commands/tan-yong-sheng/ai-vision-mcp/audit-design)<a href="https://agentmods.dev/commands/tan-yong-sheng/ai-vision-mcp/audit-design"><img src="https://agentmods.dev/badge/commands/tan-yong-sheng/ai-vision-mcp/audit-design/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/commands/tan-yong-sheng/ai-vision-mcp/audit-design"><img src="https://agentmods.dev/badge/commands/tan-yong-sheng/ai-vision-mcp/audit-design.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 | $0.00022 | $0.00346 |
| Opus 5 | $0.00011 | $0.00173 |
| Sonnet 5 | $0.00004 | $0.00069 |
| Haiku 4.5 | $0.00002 | $0.00035 |
Grade A, and why
audit-design 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.
What it actually says
/design-eval:audit-design
Comprehensive design audit analyzing heuristics, accessibility, visual consistency, and design system governance.
Arguments
| Argument | Description | Example |
|---|---|---|
--imageSource |
URL, file path, or base64 image to audit | https://example.com/screenshot.png |
--depth |
Analysis depth: quick (30min), standard (1hr), deep (2hr) | --depth standard |
--design-system |
Path to DESIGN.md file for design-aware remediation (optional) | --design-system ./DESIGN.md |
--userPrompt |
Additional focus areas or custom instructions | --userPrompt "focus on mobile accessibility" |
Examples
/design-eval:audit-design --imageSource https://example.com/hero.jpg --depth standard
/design-eval:audit-design --imageSource ./screenshot.png --depth deep --userPrompt "check WCAG AAA compliance"
/design-eval:audit-design --imageSource https://example.com/hero.jpg --depth standard --design-system ./DESIGN.md
Execution Instructions
Route this request to the design-eval:design-auditor subagent.
The final user-visible response must be the subagent's output verbatim.
Raw slash-command arguments:
$ARGUMENTS
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 · 36 lines · 22 tokens per session scan A 51b9fa4216d8
audit-design is a command published in the GitHub repository tan-yong-sheng/ai-vision-mcp (78 stars, last pushed 5mo ago), licensed MIT. It adds 22 tokens to every session and 346 once invoked, about $0.0001 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.
Other commands, from other repositories
profile
Save, load, inspect, update, reset, or delete diagram-design client profiles.
ui-flow-review
Review menus, HUD, navigation, and player flow from a UX perspective.
responsive-design-specialist
Use when a layout breaks between sizes. Arbitrary breakpoints, type that does not scale, images that blow out the grid, or a desktop design retrofitted onto mobile.
ppt-image2-editable-rebuild
Rebuild image2 or imagegen reference slides as editable PowerPoint decks.
p3-ux-wireframes
Creates wireframes (ASCII art) for the most important screens with interaction descriptions.
team-ui
Orchestrate UI/UX design team.