reports

Review a Deneb visual spec before presenting it to the user. Validates Vega/Vega-Lite syntax, Deneb-specific conventions, and provides design feedback.

Review a Python visual script before presenting it to the user. Validates matplotlib/seaborn code, Power BI conventions, and provides design feedback.

Review an R visual script before presenting it to the user. Validates ggplot2 code, Power BI conventions, and provides design feedback.

Review an SVG DAX measure before presenting it to the user. Validates SVG syntax, DAX conventions, and provides design feedback.

Step-by-step workflow for creating complete Power BI reports from scratch using pbir CLI. Covers model discovery, report creation, page layout, theme setup, visual placement, field binding, filtering, formatting, validation, and publishing. Automatically invoke when the user asks to "create a new report", "build a report from scratch", "make a dashboard", "set up a report with KPIs", "create an executive dashboard", "add pages and visuals to a new report".

Deneb visual creation, Vega/Vega-Lite spec authoring, and Deneb best practices for PBIR reports. Automatically invoke whenever the user mentions "Deneb" in any context, or asks about Vega/Vega-Lite specs in Power BI, Deneb cross-filtering, Deneb interactivity, pbiColor theme integration, Deneb field name escaping, or Deneb rendering issues.

Design, enforce, audit, and validate Power BI report themes. Automatically invoke when the user asks to "create a theme", "design a theme", "enforce theme compliance", "audit theme adherence", "push formatting to theme", "clear visual overrides", "standardize report formatting", "update theme colors", "change theme typography", "set theme text classes", "validate a theme", "add visual-type overrides to the theme", or mentions theme design, enforcement, or compliance.

Power BI report design principles, layout guidance, and formatting best practices. Automatically invoke when the user asks about "report layout", "design best practices", "visual hierarchy", "3-30-300 rule", "KPI card design", "page layout", "accessibility in reports", "visual spacing", "report canvas", "card design patterns", "table formatting", "matrix formatting", or mentions report design principles.

Advanced Power BI report manipulation and execution using pbir CLI and object model; executable scripts for complex workflows, domain-specific references, and reusable templates. Automatically invoke when the user works with .pbir/.pbip report files, or asks to create/modify visuals, pages, themes, DAX measures, conditional formatting, report validation, bulk operations, or Fabric workspace integration for reports.

Python visual creation and matplotlib/seaborn patterns for PBIR reports. Automatically invoke when the user mentions "Python visual", "matplotlib in Power BI", "seaborn in Power BI", "pythonVisual", or asks to "create a Python visual", "add a matplotlib chart", "write a Python visual script".

R visual creation and ggplot2 patterns for PBIR reports. Automatically invoke when the user mentions "R visual", "ggplot2", "ggplot in Power BI", or asks to "create an R visual", "add an R chart", "write an R visual script", "inject an R script into Power BI".

Actionable feedback on the quality, usage, and effectiveness of Power BI reports. Automatically invoke when the user asks to "review a report", "audit a report", "report usage analysis", "report health check", "find unused reports", "check if a report is being used", "assess report performance", "evaluate report quality".

SVG generation via DAX measures and extension measures with ImageUrl data category for inline visualizations in PBIR reports. Automatically invoke when the user mentions "SVG visual", "DAX sparkline", "SVG measure", "inline graphics with DAX", "ImageUrl data category", "extension measure", or asks to create any DAX-generated chart (progress bars, bullet charts, KPI indicators, data bars, gauges, donut charts, lollipop charts, dumbbell charts, status pills, overlapping bars, boxplots, IBCS bars, jitter plots, box-and-whisker charts).