Powerbi Report CLI
MicrosoftOfficialPublished by Microsoft
- Skill
- Tool integration
- Data and AI
- MIT
- Low risk
AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
The powerbi-report-cli skill provides a structured, mode-based framework for managing the entire Power BI report lifecycle. It acts as a dispatcher across four distinct phases: planning (requirements and scope), design (visual and layout strategy), authoring (local PBIR/PBIP file manipulation and validation), and management (Fabric item transport and rebinding). The skill enforces strict boundaries between these modes to ensure quality, requiring explicit approval for new reports and utilizing a dedicated CLI for metadata-driven validation and authoring tasks.
What it does
- Guides users through report requirements, scope, and page planning.
- Provides design contracts for visual archetypes, layouts, and branding.
- Enables local editing, validation, and previewing of PBIR and PBIP files.
- Handles report item transport to and from Microsoft Fabric.
- Supports re-theming, conditional formatting, and visual configuration.
- Enforces a mandatory approval gate for greenfield report development.
When to use it
- When planning a new Power BI report from a semantic model.
- When you need to define a professional design brief or layout strategy.
- When editing local PBIR/PBIP files, including visuals, filters, and themes.
- When validating report structure and formatting before deployment.
- When publishing or managing report items within a Fabric workspace.
Advantages
- Ensures consistent report quality through a structured, multi-mode workflow.
- Prevents premature publishing by enforcing a mandatory approval barrier.
- Uses a dedicated CLI to eliminate guesswork in PBIR schema and property editing.
- Maintains clear separation between design intent and technical implementation.
- Provides robust validation tools to catch errors before Fabric deployment.
Usage examples
- “Create a new executive report from this semantic model.”
- The agent enters planning mode, inspects the model, generates a report spec, and requests user approval before proceeding.
- “Design an operational page and choose the right charts.”
- The agent enters design mode, produces a design brief with page archetypes and chart recommendations.
- “Add a KPI page to this PBIP, validate it, and take screenshots.”
- The agent enters authoring mode, modifies the local PBIP files, runs validation, and captures screenshots for review.
- “Publish this local PBIP to my Fabric workspace and rebind it.”
- The agent enters management mode, performs the upload to Fabric, and completes the rebind operation.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/microsoft/powerbi-report-cli/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip powerbi-report-cli.zip -d .agents/skills
Documentation by Microsoft
Telemetry — MANDATORY. Every
api.fabric.microsoft.comcall must carryx-ms-fabric-skill: powerbi-report-cli(az rest:--headers "x-ms-fabric-skill=powerbi-report-cli"), including every LRO poll,fabric_lroand retry. Snippets omit it — add it anyway.
CRITICAL NOTES
To find workspace details, including its ID, from a workspace name: list all workspaces, then use JMESPath filtering.
To find item details, including its ID, from a workspace ID, item type, and item name: list all items of that type in that workspace, then use JMESPath filtering.
Use
powerbi-report-clifor the report artifact: requirements, design, PBIR/PBIP page and visual edits, preview, and publishing. Semantic model, measure, and DAX work belongs to a semantic-model skill. Natural-language questions about report data belong tofabriciq.
Power BI Reports - CLI Skill
This skill owns the Power BI report lifecycle end to end: requirements and scope, visual design, local PBIR/PBIP authoring and preview, and report-item transport to and from Microsoft Fabric.
It is a mode dispatcher and intentionally contains no detailed procedures. Select the mode that matches the request, then read the matching mode reference end to end before acting. The mode file holds the required workflow, commands, payloads, templates, and failure rules.
Mode Selection
| Mode | Use when the request... | Existing route examples | Read first |
|---|---|---|---|
planning | creates a new report/dashboard and needs requirements, model/dependency inspection, scope, a page plan, and approval before implementation | create a report, build a dashboard, create from a semantic model, plan then implement, walk me through creating a report | references/planning.md, then references/planning-part-02.md |
design | decides what a report should look like: tone, signature, page archetype, chart type, layout, color, typography, theme direction, accessibility, brand application, redesign, or critique | design a Power BI report, make the dashboard professional, choose a chart, apply a brand, redesign the report, create a design brief | references/design.md |
authoring | reads or edits local PBIR/PBIP files, validates them, previews the report, or captures screenshots | edit PBIR, create/add a report page or visual, format a visual, add filters/slicers/bookmarks/themes, validate PBIR, preview/reload/screenshot in Desktop or service | references/authoring.md |
management | moves a report definition to or from Fabric or manages the workspace report item | publish/upload/download PBIR or PBIP, list reports, get/update/delete a report, rebind a report | references/management.md |
Mode Boundary Rules
Classify by intent, not by which file or tool is already open.
designdecides what the report should look like;authoringwrites the PBIR that realizes it. Choosing a chart type isdesign; encoding it intovisual.jsonisauthoring.Restyling or reformatting an existing local report is
authoring, even when the request uses design language. Usedesignwhen the user wants advice or a design contract rather than a file change.authoringchanges local files and performs preview/validation. It does not publish to Fabric.managementtransports definitions and manages Fabric report items. It does not invent or directly author PBIR content.planningowns the guided requirements-to-approval flow for a new report. A focused edit to an existing report goes directly toauthoring.
A greenfield request can span modes in this order:
planning -> design -> authoring -> managementHandle one mode at a time. Announce each switch and read the new mode reference
before starting that part. The planning approval gate is a turn boundary:
never build or publish until the user explicitly approves the locked spec in a
later reply.
GREENFIELD APPROVAL BARRIER — MANDATORY. When a new-report request asks to plan, build, and/or publish but the user has not approved a locked spec in a prior reply, set the current phase to
approval_pendingand keepplanningas the only active mode. In this phase, do not loadauthoringormanagement, edit/scaffold PBIR or semantic-model files, generate synthetic data, call Fabric write APIs, or publish. Persist_brief/report-spec.md, ask for explicit approval, and end the turn. The build/publish wording in the original request is desired future scope, not approval to cross this barrier.
Required Deliverable by Mode
| Mode | Completion requirement |
|---|---|
planning | Persist _brief/report-spec.md or the user-named equivalent, ask for explicit approval, and stop before implementation. |
design | Produce the complete Design Brief: contract, including design_identity and a page archetype/layout contract for every page. Do not edit PBIR or call Fabric APIs. |
authoring | Persist the requested PBIR/PBIP changes, validate each logical batch, then complete the selected preview and screenshot-review workflow required by the authoring reference. Do not publish. |
management | Complete the requested Fabric report operation, including LRO polling and documented readback verification. |
Rules
MUST
Select the narrowest mode that fully covers the current request.
Read
references/<mode>.mdend to end before the first command or file edit in that mode. When an already-loaded mode explicitly routes one narrow cross-mode operation to a named topic reference, treat that topic reference as the complete handoff; do not load the target mode's umbrella file unless the work expands beyond that operation.In
planningmode, also readreferences/planning-part-02.mdbefore producing_brief/report-spec.md; it contains the required canonical design contract and approval checks.Across a multi-turn task, retain a compact working state containing resolved workspace/item/model IDs, local and downloaded paths, and references already read. Reuse it in later turns unless the user explicitly requests a fresh query or the preceding operation invalidated a value.
Preserve every argument and safety boundary documented by the selected mode.
Announce and perform an explicit mode switch when the request crosses a boundary.
Use the
powerbi-report-authorCLI metadata and validation surfaces instead of guessing PBIR schemas, roles, formatting properties, selectors, or enum values.Keep local edits local unless the user explicitly requests publishing.
Resolve Fabric workspace and item IDs by listing and filtering rather than guessing identifiers.
Produce the artifact the user requested; reading or summarizing a reference is not task completion.
PREFER
Infer facts already present in the prompt, semantic model, existing PBIP, or prior approved spec instead of asking again.
Load only the selected mode and its directly relevant topic references.
Reuse reference guidance already loaded in the current task. Open a new reference only when the requested operation or an observed mismatch requires it.
Preserve the user's existing project structure, schemas, host, operation, binding, and delivery target unless the selected mode explicitly requires a change.
AVOID
Acting from this dispatcher without reading the selected mode reference.
Reloading this dispatcher, a mode file, or a topic reference already read in the current task solely because the conversation advanced to a later turn.
Loading a retired sibling skill name; planning, design, authoring, and management are modes of this skill.
Editing PBIR or calling Fabric APIs in
planningordesign.Publishing from
authoring, or authoring PBIR content frommanagement.Bypassing the planning approval gate because the original request also asked to build or publish.
<!-- BEGIN GENERATED REFERENCE INDEX -->
Complete Reference Index
Open every relevant reference directly from this index. Files named part-XX continue the named topic.
Authoring
Design
Mode Guides
<!-- END GENERATED REFERENCE INDEX -->
Examples
| User request | Mode |
|---|---|
| "Create a new executive report from this semantic model." | planning |
| "Design an operational page and choose the right charts." | design |
| "Add a KPI page to this PBIP, validate it, and take screenshots." | authoring |
| "Publish this local PBIP to my Fabric workspace and rebind it." | management |
Route Compatibility
The merged skill preserves the four previous route surfaces. Treat the following phrases as explicit aliases for the corresponding mode:
| Mode | Preserved route phrases |
|---|---|
planning | create a report; build a report; create a dashboard; create a new report from scratch; create a report from a semantic model or dataset link; build a report for this model; make me a dashboard; plan then implement; walk me through creating a report |
design | design Power BI report; make dashboard look professional; choose chart type; apply brand to report; redesign report; create design brief; Power BI report design archetype |
authoring | edit PBIR; create Power BI report page; add visual to PBIP; format report visual; validate Power BI report; preview Power BI report; Power BI Desktop preview status; preview report in service; preview report in browser; screenshot report page; screenshot all report pages; list preview hosts; implement dashboard in PBIP; add dashboard visuals to report; implement an approved PBIP report spec; edit PBIR pages/visuals; edit a Power BI report |
management | upload PBIR report definition; upload Power BI report; download PBIR definition; publish PBIR definition; publish Power BI report to Fabric; manage Power BI reports; list workspace reports |
Files
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references/design/archetypes/comparative-benchmark.md
Comparative / Benchmark Dashboard
Contents
Job To Be Done
Core Principles
IBCS Primer
When to Use IBCS
Layout Variants
Variant A — Side-by-Side (default, small multiples + headline)
Variant B — Stacked-Pairs
Callout Evidence Rule
Variant C — Slope-Graph-First
Chart Selection
Use
Do NOT Use
Variance Encoding Standards (continued in
comparative-benchmark-part-02.md)Color & Typography — continued in
comparative-benchmark-part-02.mdDiverging Palette (continued in
comparative-benchmark-part-02.md)IBCS Purist Palette (continued in
comparative-benchmark-part-02.md)Typography (continued in
comparative-benchmark-part-02.md)
Interaction Design (Moderate) (continued in
comparative-benchmark-part-02.md)Sort Toggle Implementation (continued in
comparative-benchmark-part-02.md)
PBI Formatting Reference (continued in
comparative-benchmark-part-02.md)Comparison Charts (continued in
comparative-benchmark-part-02.md)Variance Formatting (continued in
comparative-benchmark-part-02.md)Navigation & State — continued in
comparative-benchmark-part-02.mdKnown Gaps (continued in
comparative-benchmark-part-02.md)
Decision Checklist (continued in
comparative-benchmark-part-02.md)
Archetype: Comparative / Benchmark Theme: for generated reports, preserve
references/design/assets/base.jsonsafeguards while adaptingdataColorsto domain; for brownfield, preserve the existing theme unless a theme swap is requested Canvas: greenfield default FHD 1920 x 1080; preserve existing size for brownfield unless resize is approved Core question: "Relative to what?"
Job To Be Done
| Dimension | Value |
|---|---|
| Primary user | FP&A analyst, regional manager, product owner |
| Core question | "Relative to what?" — rank, pair, or benchmark 2+ entities |
| Typical queries | "Which region overperforms plan?" "Did Product B close the gap to A YoY?" |
| Success metric | Differences immediately visible — deltas, %, rank shifts, gap-to-benchmark |
| Failure signal | Viewer does arithmetic in their head |
| Design implication | Pre-compute every comparison; show absolute AND relative variance |
Core Principles
| # | Principle | Rationale |
|---|---|---|
| 1 | Shared scales across every small multiple | Independent Y axes silently lie |
| 2 | Diverging palette centered at zero | Variance direction is instantly visible |
| 3 | Consistent ordering | Sort by recent value or variance desc — NEVER alphabetical (unless lookup) |
| 4 | Absolute AND relative variance | Show both when scales differ; Δ and Δ% side by side |
| 5 | Align pairs, don't stack | Clustered bars / dumbbells, NOT stacked bars |
| 6 | Every comparison has a baseline — draw it | Reference line, constant line, or dedicated series |
| 7 | IBCS where audience is trained | Adopt wholesale in finance; cherry-pick notation elsewhere |
IBCS Primer
| Concept | Description |
|---|---|
| SUCCESS | Say, Unify, Condense, Check, Express, Simplify, Structure |
| Visual vocabulary | Filled = Actual (AC), Outlined = Prior Year (PY) / Budget (BU), Hatched = Forecast (FC) |
| Variance columns | Δ absolute + Δ% side by side |
| Category axis | Left-aligned text |
| Time axis | Always horizontal |
When to Use IBCS
| Context | Recommendation |
|---|---|
| Finance / controlling audience trained in IBCS | Adopt full visual vocabulary |
| Mixed audience | Cherry-pick: variance columns + Δ/Δ% notation |
| Consumer-facing / marketing | Skip IBCS; use standard charting |
Caution: IBCS is a coherent system — partial adoption can confuse viewers who expect the full vocabulary.
Layout Variants
Pick ONE variant based on the comparison shape from Step 0. Do NOT mix. Default to A only when signals genuinely tie — record the signal that drove your pick in variant_rationale.
| Signal (from semantic model + brief) | Variant |
|---|---|
| 4–6 entities to compare across one metric over time (AC vs PY trend per entity) | A. Side-by-Side |
| 2–4 paired comparisons (AC vs Plan, this-year vs last-year) — pair-wise framing | B. Stacked-Pairs |
| Ranking many entities (8+) on a single metric — rank shift / position is the point | C. Slope-Graph-First |
Variant A — Side-by-Side (default, small multiples + headline)
Headline variance chart on the left, optional big-idea callout on the right, small-multiples trellis below. Use the callout only when it adds derived comparison insight (variance %, delta, gap-to-benchmark, rank shift, exception threshold, or generated explanatory text). If the only available value is the same absolute measure already plotted in the headline chart, skip the callout and expand the variance chart, add a compact detail table, or use the space for filter/context notes.
┌──────────────────────────────────────────────────────────┐
│ PAGE TITLE + comparison dimension + period │ h=56
├──────────────────────────────┬───────────────────────────┤
│ │ │
│ HEADLINE VARIANCE │ OPTIONAL CALLOUT │
│ (tornado / ranked Δ bar) │ "EMEA is 12% below plan" │ h=200
│ sorted by abs(Δ) desc │ │
│ │ │
├──────────────────────────────┴───────────────────────────┤
│ SMALL MULTIPLES (4–6 panels, shared Y axis) │
│ ┌─Ent A─┐ ┌─Ent B─┐ ┌─Ent C─┐ ┌─Ent D─┐ ┌─Ent E─┐ │ h=260
│ │ AC|PY │ │ AC|PY │ │ AC|PY │ │ AC|PY │ │ AC|PY │ │
│ │ Δ%:+4%│ │ Δ%-12%│ │ Δ%:+1%│ │ Δ%:-3%│ │ Δ%:+8%│ │
│ └───────┘ └───────┘ └───────┘ └───────┘ └───────┘ │
├──────────────────────────────────────────────────────────┤
│ methodology · outlier notes · refresh · source │ h=40
└──────────────────────────────────────────────────────────┘| Zone | Height | Content |
|---|---|---|
| Title | 56 px | Page title + comparison dimension + period selector |
| Headline variance | 200 px | Ranked Δ bar or tornado + optional big-idea callout with derived insight |
| Small multiples | 260 px | 4–6 panels, shared Y, AC | PY per panel, Δ% annotation |
| Footer | 40 px | Methodology, outlier notes, refresh timestamp |
Variant B — Stacked-Pairs
One paired comparison per row. Each row pairs an entity (or measure) with its baseline. Use when the comparison is fundamentally pair-wise and the entities aren't peers of each other.
┌──────────────────────────────────────────────────────────┐
│ PAGE TITLE + period + scenario [AC ▼] [vs PY ▼] │ h=56
├──────────────────────────────────────────┬───────────────┤
│ PAIR 1 — Revenue: AC vs Plan │ Δ: +$4.2M │ h=140
│ ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ AC │ Δ%: +6% │
│ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ Plan │ ↑ favorable │
├──────────────────────────────────────────┼───────────────┤
│ PAIR 2 — Margin %: AC vs Plan │ Δ: -1.4 pp │ h=140
│ ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ AC │ Δ%: -7% │
│ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ Plan │ ↓ unfavorable │
├──────────────────────────────────────────┼───────────────┤
│ PAIR 3 — Orders: AC vs PY │ Δ: +1,240 │ h=140
│ ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ AC │ Δ%: +9% │
│ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ PY │ ↑ favorable │
├──────────────────────────────────────────┴───────────────┤
│ PAIR 4 — (similar) │ h=140
├──────────────────────────────────────────────────────────┤
│ methodology · outlier notes · refresh · source │ h=40
└──────────────────────────────────────────────────────────┘| Zone | Height | Content |
|---|---|---|
| Title | 56 px | Title + period + scenario toggle (AC / PY / BU / FC) |
| Pair row 1–N | 140 px each | Bar pair (left ~960px) + variance summary block (right ~272px) |
| Footer | 40 px | Methodology, outlier notes, refresh timestamp |
Each row is a complete comparison with its own variance summary — Δ absolute, Δ%, and a directional arrow. Maximum 4 pair rows per page; beyond that, split into multiple pages or switch to A.
Callout Evidence Rule
Callouts are conditional. A callout placement must name its
callout_value_basis in the design brief:
| Acceptable basis | Example |
|---|---|
| Absolute + relative variance | Sales vs Plan: -$1.2M (-8.4%) |
| Rank shift | Region moved from #5 to #2 YoY |
| Gap-to-benchmark | Margin trails peer median by 3.1 pp |
| Threshold exception | 3 segments below SLA target |
| Dynamic narrative measure | Top driver text measure generated from model logic |
Implementation may be a textbox, compact KPI/context tile, or Smart Narrative
(aiNarratives). Choose Smart Narrative only when the summary needs to respond
dynamically to filters and the authoring mode verifies the formatting/query
mechanics for the target report version.
Do not create a callout whose only value is the same absolute measure used
by the adjacent bar/line/table. A plain Total Sales card next to a Total Sales by Region chart is redundant; the chart already carries that measure.
Variant C — Slope-Graph-First
A slope graph (or dot plot) ranking many entities dominates the page. Position on the shared scale IS the point — readers see who moved up/down at a glance. Supporting bar chart shows current absolute values.
┌──────────────────────────────────────────────────────────┐
│ PAGE TITLE + comparison dimension + period │ h=56
├──────────────────────────────────────────────────────────┤
│ │
│ SLOPE GRAPH — entity rank/position, period A → period B │
│ │
│ Ent01 ●─────────────────────────────● Ent01 │ h=420
│ Ent02 ●╲ ╱──────────────● Ent03 │
│ Ent03 ●─╲─────────╱──────────────● Ent02 │
│ Ent04 ●──╲───────╱────────────────● Ent04 │
│ Ent05 ●───╲─────╱─────────────────● Ent06 │
│ Ent06 ●────╲───╱──────────────────● Ent05 │
│ ... │
│ period A period B │
├──────────────────────────────────────────────────────────┤
│ SUPPORTING — current-period ranked bar, all entities │ h=200
│ Ent01 ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ │
│ Ent03 ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ │
│ Ent02 ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ │
├──────────────────────────────────────────────────────────┤
│ methodology · refresh · source │ h=40
└──────────────────────────────────────────────────────────┘| Zone | Height | Content |
|---|---|---|
| Title | 56 px | Title + comparison dimension + period selector |
| Slope graph | 420 px | All entities, position = metric value at start/end period; crossing lines show rank shifts |
| Supporting bar | 200 px | Same entities ranked by current-period absolute value |
| Footer | 40 px | Methodology, refresh, source |
PBI has no native slope graph — simulate with a
lineChart(categorical X axis: period A, period B). Highlight gainers and losers in two distinct colors; everything else grey. Use the supporting bar to give absolute scale that the slope graph hides.
Chart Selection
Use
| Visual type | Role | Best for |
|---|---|---|
| Paired / clustered bar | AC vs PY side by side | Direct entity comparison |
| Dumbbell plot (simulated) | Gap = variance | Before / after or actual vs target |
| Variance column | Standalone Δ bars diverging at zero | Deviation magnitude + direction |
| Small multiples trellis | Shared Y, one panel per entity | Time trend across entities |
| Ranked horizontal bar | Sorted by metric desc | Performance ranking |
| Tornado / butterfly | Back-to-back bars | Two-entity head-to-head |
waterfallChart | Additive contribution | Bridge from budget to actual |
| Dot plot / barbell | Position on shared scale | Multiple entities on one axis |
Do NOT Use
| Visual type | Reason |
|---|---|
| Stacked bar | Obscures per-segment comparison; inner segments lack common baseline |
pieChart / donutChart | Cannot show variance or deviation |
gauge | Single-entity; no comparison affordance |
| Radar / spider | Distorts magnitude via area encoding |
Requirements and compatibility
Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta
“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.
Security
What our scanner noticed· Low risk
- Phrasing that asks for actions without confirmation
- Instructions that use the network
A static scan is not a guarantee. Skills are third-party content: review a skill before you let an agent use it.
Attribution and licence
- Published by
- Microsoft
- Publisher
- Microsoft (Official)
- Source
- microsoft/skills-for-fabric · skills/powerbi-report-cli · commit f8fac11
- Licence
- MIT License (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Also distributed in
- microsoft/skills-for-fabric
AutoGineer is not affiliated with or endorsed by Microsoft.
Download ZIP
The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download powerbi-report-cli.zip