audit-scientific-figure

audit-scientific-figure is a skill for Codex from icebird1998/scientific-illustrator. It costs 80 tokens per session (997 once invoked), scanned A, original, MIT.

A review procedure for an existing scientific figure in draw.io, PowerPoint, or WPS Presentation. It checks the figure’s meaning, text, layout, connectors, editability, and visual rendering without flattening it.

In plain words
What is it for?
Use it to audit scientific diagrams, verify arrow directions and labels, compare against references, and check that elements remain editable.
Why use it?
It finds visual and structural defects that may be missed by relying only on a successful file export or application command.

Skill for Codex

Written for Codex: agents/openai.yaml present. Also seen: $skill-name invocation.

Good fit Use it to audit scientific diagrams, verify arrow directions and labels, compare against references, and check that elements remain editable.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/icebird1998/scientific-illustrator/audit-scientific-figure
Install

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.

Any agent
npx skills add icebird1998/scientific-illustrator --skill audit-scientific-figure
Clone the repo
git clone --depth 1 https://github.com/icebird1998/scientific-illustrator

Made for: Codex.

Wrote 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.

agentmods badge for audit-scientific-figure

README.md
[![agentmods](https://agentmods.dev/badge/skills/icebird1998/scientific-illustrator/audit-scientific-figure/github.svg)](https://agentmods.dev/skills/icebird1998/scientific-illustrator/audit-scientific-figure)
Your own site
<a href="https://agentmods.dev/skills/icebird1998/scientific-illustrator/audit-scientific-figure"><img src="https://agentmods.dev/badge/skills/icebird1998/scientific-illustrator/audit-scientific-figure/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.

agentmods 80×15 button for audit-scientific-figure

Your own site · 80×15
<a href="https://agentmods.dev/skills/icebird1998/scientific-illustrator/audit-scientific-figure"><img src="https://agentmods.dev/badge/skills/icebird1998/scientific-illustrator/audit-scientific-figure.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 80 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 997 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to high

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • high Anti-Refusal · line 76
    Skill instructs the agent to omit warnings, disclaimers, or ethical commentary. Stripping safety caveats hides risk from the user and is a common jailbreak preamble.
    Fix: Remove instructions that suppress warnings, disclaimers, or ethical commentary. Let the agent surface safety-relevant caveats to the user.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00080 $0.00997
Opus 5 $0.00040 $0.00498
Sonnet 5 $0.00016 $0.00199
Haiku 4.5 $0.00008 $0.00100

Measured 11d ago against content hash 1280febbadef, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

audit-scientific-figure 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 11d 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.

plugins/scientific-illustrator/skills/audit-scientific-figure/SKILL.md · 93 lines

How it starts

The opening of the file, as written. The whole thing — 93 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Audit Scientific Figure

Act as the Reviewer. Review read-only evidence and issue findings; do not draw during the review phase. A successful MCP call is not evidence that the figure is visually or structurally correct.

Collect both evidence channels

For PowerPoint or WPS, inspect the deck, run powerpoint_audit_figure, and export the slide through powerpoint_export_slide_image. Record whether the renderer is Office.js PowerPoint, COM PowerPoint, or the OOXML fallback. Treat renderer differences as application-specific evidence, not permission to flatten editable content. In Office.js, treat connector_mode=geometry_backed and implementation=officejs_editable_shape_composite as declared limitations that still require visual routing and editability review.

For draw.io, inspect the live model, run drawio_live_audit_figure, and capture the current renderer through drawio_live_screenshot.

When a reference exists, inspect the full reference and the crop matching the current region. Compare at readable resolution.

Review taxonomy

Review every region and the whole figure for:

  1. scientific semantics, exact readable text, topology, and arrow direction;
  2. editability coverage and meaningful object hierarchy;
  3. raster irreducibility and decomposition metadata;
  4. geometry, repeated alignment, equal spacing, margins, and whitespace;
  5. text fit, wrapping, font hierarchy, and color consistency;
  6. clipping, unintended overlap, z-order, and object bounds;
  7. arrowhead clearance, connector path-through-object, label intersection, backtracking, and route crossings;
  8. reference correspondence or no-reference design consistency.

Use the same categories and thresholds for draw.io and PowerPoint.

Deep editability audit

Inspect pictures semantically, not only by object count. Fail the region when one image still contains separable content such as:

  • a row or grid of predictions, masks, heatmaps, or microscopy fields;
  • a before/after or method comparison;
  • multiple independent photographs or channels;
  • editable titles, labels, borders, arrows, legends, axes, tables, or regular plots.

Read the full file on GitHub · 93 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 11d ago First seen · 93 lines · 80 tokens per session scan A 1280febbadef

Subscribe to this mod's changes

audit-scientific-figure is a skill published in the GitHub repository icebird1998/scientific-illustrator (789 stars, last pushed 3d ago), licensed MIT. It adds 80 tokens to every session and 997 once invoked, about $0.0004 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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