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-debt)<a href="https://agentmods.dev/commands/tan-yong-sheng/ai-vision-mcp/audit-design-debt"><img src="https://agentmods.dev/badge/commands/tan-yong-sheng/ai-vision-mcp/audit-design-debt/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-debt"><img src="https://agentmods.dev/badge/commands/tan-yong-sheng/ai-vision-mcp/audit-design-debt.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 | $0.00014 | $0.00281 |
| Opus 5 | $0.00007 | $0.00140 |
| Sonnet 5 | $0.00003 | $0.00056 |
| Haiku 4.5 | $0.00001 | $0.00028 |
Grade A, and why
audit-design-debt 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.
What it actually says
/design-eval:audit-design-debt
Calculate design debt and assess design system maturity.
Arguments
| Argument | Description | Example |
|---|---|---|
--imageSource |
URL, file path, or base64 image to analyze | https://example.com/component-inventory.jpg |
--threshold |
Design debt threshold percentage (optional, default: 50%) | --threshold 40 |
--design-system |
Path to DESIGN.md file for maturity assessment (optional) | --design-system ./DESIGN.md |
Examples
/design-eval:audit-design-debt --imageSource https://example.com/component-inventory.jpg
/design-eval:audit-design-debt --imageSource ./inventory.png --threshold 40 --design-system ./DESIGN.md
Execution Instructions
Route this request to the design-eval:design-system-maturity-tester 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.
- 13d ago First seen · 34 lines · 14 tokens per session scan A e364721a0b93
audit-design-debt is a command published in the GitHub repository tan-yong-sheng/ai-vision-mcp (78 stars, last pushed 5mo ago), licensed MIT. It adds 14 tokens to every session and 281 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.
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