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 slogsdon/skills-design --skill figure-auditgit clone --depth 1 https://github.com/slogsdon/skills-designWrote 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/slogsdon/skills-design/figure-audit)<a href="https://agentmods.dev/skills/slogsdon/skills-design/figure-audit"><img src="https://agentmods.dev/badge/skills/slogsdon/skills-design/figure-audit/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/slogsdon/skills-design/figure-audit"><img src="https://agentmods.dev/badge/skills/slogsdon/skills-design/figure-audit.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 | $0.00109 | $0.00794 |
| Opus 5 | $0.00055 | $0.00397 |
| Sonnet 5 | $0.00022 | $0.00159 |
| Haiku 4.5 | $0.00011 | $0.00079 |
Grade A, and why
figure-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 10d 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 — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill: /figure-audit [article path]
Answer whether a figure earns its place, applying the standard that most articles should get none — the value is in the rejections, not the approvals.
Don't: invent the data a figure would need; if the article does not contain the numbers, the verdict is not additive, full stop. Don't approve a figure that restates the thesis in boxes — that is the exact failure this guards against. Don't audit several articles in one agent; it starts pattern-matching the second against the first and stops reading.
The standard
If the page is no worse without the figure, cut the figure.
Prefer none. Reaching for a figure to fill space is the failure mode.
The taxonomy
A figure may ONLY be one of these five types, and ONLY if it meets its entry requirement.
| Figure | Use it for | REQUIRES |
|---|---|---|
| Dimensioned diagram | A claim about proportion, or where a line sits | Two regions and a measured split you can defend |
| Cycle | A process with a genuine return edge | Three or more stages AND a real loop back |
| Record chart | A claim about the author's own history or data | A file it reconciles to, named in the caption |
| Detail | Clarifying one step of an assembly | A step that is actually unclear without it |
| Footed table | Anything with numbers, including pricing | Figures that add up, shown adding up |
Hard limits: max one figure per article, max three callouts per figure. Zero figures is a perfectly good answer.
Rules
- No invented data.
groundedInmust quote or cite something actually in the article. - Record chart needs a real file it reconciles to. Do not claim reconciliation you cannot verify.
- Cycle needs a genuine return edge. A linear process with steps is not a cycle.
- Dimensioned diagram needs a defensible measured split — an explicit percentage or ratio stated in the article. A vibes-based split is not defensible.
- Prefer
none.
Steps
- Read the project's
DESIGN.mdfigure section — if it defines a different taxonomy, that file wins over the table above. - Read the article in full. Not the intro, not a grep.
- Test each of the five types against its entry requirement, in order. Stop at the first that genuinely passes.
- Return the verdict.
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.
- 10d ago First seen · 63 lines · 109 tokens per session scan A dd6793a2c9af
figure-audit is a skill published in the GitHub repository slogsdon/skills-design (3 stars, last pushed 26d ago), licensed MIT. It adds 109 tokens to every session and 794 once invoked, about $0.0005 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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