Visualize

A page shown inline sits beside a reply, in the reader's theme, and is read in a few seconds. It earns its place only by being clearer than the paragraph it replaces. This skill owns what is particular to such a page. The data work belongs to data-scientist and the design work to frontend: load those skills for their parts instead of improvising them here.

The loop

Do these in order. Never show a page you have not looked at.

1. Data: load data-scientist. Compute every figure with its engines (DuckDB or Polars), at the grain the reader needs, and follow its references/visualization.md for which chart answers which question. Keep the query: every number on the page must trace back to it.
2. Design: load frontend. Use it for hierarchy, type, spacing and states. This page's constraints replace its design-system gate: the page brings no palette or fonts of its own and uses the theme the host injects (below).
3. Build one self-contained page under the constraints below.
4. Preview and look. Render with html_preview in dark and in light, at the reply's width and at 390 px. Read the screenshot and the console, fix what you see, and preview again. Where html_preview is not offered, open the page file in a browser through the browser skill and capture the same four views.
5. Show it with show_html_page (OmO) or html_render (other hosts), with the height the preview measured. Then write only what the page does not already say.

Constraints of an inline page

• No network. Inline every script, style, font and image (data: URIs); the sandbox blocks every request, so a CDN library leaves a blank chart. Draw with hand-written SVG when a library cannot be inlined.
• Theme from the host. Color only through the injected custom properties: --background, --foreground, --muted, --muted-foreground, --card, --border, --primary, --accent, --destructive, --warning, --success, the series colors --chart-1 to --chart-6, and --font-sans, --font-mono, --radius. They hold in both themes and change live; a literal color does neither. A page opened outside the app gets only a few of them, so give each a fallback for both themes: var(--chart-2, light-dark(#0d9488, #2dd4bf)).
• Part of the reply, not a card. Fluid width, no outer padding, border or banner. Give charts fixed pixel heights, not heights that scale with the width. A fluid SVG stretched with preserveAspectRatio="none" stretches its text too, so put axis labels in HTML beside it, positioned by percentage.
• Readable without scripts. On the web a page first renders with scripts off, until the reader presses Run page. Put the figure itself in markup or SVG, and use scripts only for interaction.
• Traceable. Show how the numbers were computed in a small, muted "How this was computed" block (the query or aggregation), and state caveats near the figure when they change how a number reads: dropped rows, a partial window, a small sample.
• Designed empty and error states. No data, or a failed query, is stated in the same visual language, never as a blank frame.
• Links. A link opens only after the reader confirms it in the app, which shows its full address. Keep data out of link addresses.

Before you show it

• The title states the finding, not the dataset name.
• Axis labels carry units, numbers use tabular figures and a sensible precision, and nothing clips at 390 px.
• The series colors separate in both themes, and the console is clean.