Rylai Dashboard Creator
Build the working dashboard as the primary experience. Optimize for scanning, comparison, and repeated use.
Establish The Metric Contract
For each metric, determine:
- exact definition and unit;
- source and refresh time;
- aggregation level and time window;
- comparison baseline;
- whether higher or lower is desirable;
- states for missing, delayed, partial, and invalid data.
Do not invent values to make a screen look complete. Clearly label sample data when a prototype requires it.
Build Workflow
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Inspect the target
- Reuse the repository's framework, components, tokens, and data-access patterns.
- For a standalone deliverable, choose the smallest format that supports the required interaction.
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Create the information hierarchy
- Put global filters and freshness near the top.
- Show a small set of decision-critical KPIs first.
- Follow with trends, comparisons, breakdowns, and detailed records.
- Keep related controls beside the view they affect.
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Choose visual forms
- Line: change over ordered time.
- Bar: comparison across categories.
- Scatter: relationship or outliers.
- Distribution: spread and concentration.
- Table: exact values, dense comparison, or operational action.
- Progress: bounded completion against a known target.
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Implement states
- Loading, empty, error, stale, and permission-limited states must preserve layout.
- Filters must have visible active values and a clear reset path.
- Tooltips must add detail, not carry essential meaning.
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Verify
- Test realistic long labels, zero values, negative values, and missing values.
- Check desktop and mobile widths.
- Confirm keyboard access, focus visibility, contrast, and non-color status cues.
- Validate calculations against the source data.
- Inspect the rendered dashboard for clipping, overlap, and layout shift.
Presentation Rules
- Use restrained surfaces and compact spacing appropriate to operational software.
- Keep cards for individual metrics or repeated records; do not wrap every section in a card.
- Use consistent scales across charts that users will compare.
- Start numeric axes at zero for bars unless a different baseline is explicitly justified.
- Show units in labels or values, not only in explanatory text.
- Avoid decorative graphics that compete with the data.
- Keep table headers visible and align numbers for comparison.
Delivery
Provide:
- the runnable dashboard or edited application;
- the data assumptions and metric definitions;
- the preview path or local URL;
- the viewport and interaction checks performed;
- any unavailable live data or unresolved integration requirement.
Runtime Notes
- Resolve files from the active workspace and keep generated assets local.
- Use installed icon and chart libraries when the existing project already depends on them.
- For a standalone dashboard, avoid unnecessary network dependencies.
- Preserve compatibility with both Codex, Hermes, and Claude by checking available tools before invoking runtime-specific features.


