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 tan-yong-sheng/ai-vision-mcp --skill design-audit-orchestrationgit 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/skills/tan-yong-sheng/ai-vision-mcp/design-audit-orchestration)<a href="https://agentmods.dev/skills/tan-yong-sheng/ai-vision-mcp/design-audit-orchestration"><img src="https://agentmods.dev/badge/skills/tan-yong-sheng/ai-vision-mcp/design-audit-orchestration/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/tan-yong-sheng/ai-vision-mcp/design-audit-orchestration"><img src="https://agentmods.dev/badge/skills/tan-yong-sheng/ai-vision-mcp/design-audit-orchestration.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 | $0.00037 | $0.01280 |
| Opus 5 | $0.00018 | $0.00640 |
| Sonnet 5 | $0.00007 | $0.00256 |
| Haiku 4.5 | $0.00004 | $0.00128 |
Grade A, and why
design-audit-orchestration 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 — 179 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Design Audit Orchestration
Guidance for orchestrating comprehensive design audits across multiple dimensions and synthesizing findings into actionable reports.
When to Use
Use this skill when:
- Aggregating findings from multiple analysis dimensions (heuristics, accessibility, visual, components)
- Deduplicating and cross-referencing related findings
- Prioritizing findings by severity and impact
- Creating executive summaries and remediation roadmaps
- Synthesizing insights that span multiple dimensions
Multi-Dimensional Analysis Framework
Design audits analyze 4 independent dimensions:
1. Usability Heuristics (Nielsen's 10)
- Visibility of system status
- Match between system and real world
- User control and freedom
- Error prevention and recovery
- Recognition vs recall
- Flexibility and efficiency
- Aesthetic and minimalist design
- Help and documentation
- Error messages
- Emergency exits
2. Accessibility Compliance (WCAG)
- Color contrast and visual perception
- Keyboard navigation and focus management
- Semantic HTML and heading hierarchy
- ARIA patterns and landmarks
- Form accessibility and error handling
- Motion and animation preferences
- Text alternatives and captions
3. Visual Consistency (Design Tokens)
- Color palette usage and deviations
- Typography consistency (fonts, sizes, weights)
- Spacing patterns (margins, padding, gaps)
- Shape and border radius consistency
- Shadow and elevation patterns
- Motion and transition properties
4. Component Reusability (Design System)
- Component duplication and near-duplicates
- Composition patterns and nesting depth
- API/prop consistency across similar components
- Naming conventions and clarity
- Documentation completeness
Finding Aggregation Patterns
Deduplication Strategy
Same issue found by multiple dimensions:
- Heuristic + Accessibility: "Error message not visible" (heuristic: error prevention) + "error message lacks color contrast" (accessibility: WCAG 1.4.3)
- Visual + Component: "Button color inconsistent" (visual: color token) + "button component has multiple implementations" (component: duplication)
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 · 179 lines · 37 tokens per session scan A 501c7c50e342
design-audit-orchestration is a skill published in the GitHub repository tan-yong-sheng/ai-vision-mcp (78 stars, last pushed 5mo ago), licensed MIT. It adds 37 tokens to every session and 1,280 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 2026-08-30.
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