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://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
- ATTRIBUTION.mdAdded by AutoGineer881 B
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- references/authoring/powerbi-desktop.md2.4 KiB
- references/authoring/powerbi-report-author-cli-part-02.md3.2 KiB
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references/design/archetypes/operational-monitor.md
Operational Monitor Dashboard
Contents
Job To Be Done
Core Principles
Layout Variants
Variant A — 4-Up Status (default, balanced surveillance + triage)
Variant B — Wallboard (TV-wall surveillance)
Variant C — Incident-First (queue dominant for active responders)
Chart Selection
Use
Do NOT Use
Color & Typography
Semaphore Palette
Typography by Viewing Distance
Freshness & Refresh
Staleness Decision Table
Interaction Design
PBI Formatting Reference
Status Tiles
Time Series
Exception Table
Refresh & Page
Decision Checklist
Archetype: Operational Monitor 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 · F-pattern Scan-time target: ≤ 5 seconds to "normal / not-normal"
Job To Be Done
| Dimension | Value |
|---|---|
| Primary user | Shift operator, on-call engineer, warehouse supervisor |
| Session mode | Continuous peripheral surveillance; burst attention on anomaly |
| Core question | "Is it me or is it broken?" |
| Success metric | Deviation detected < 5 s, before downstream alert fires |
| Failure signal | Operator misses a state change visible on the dashboard |
| Design implication | Passive consumption — minimize required clicks to zero |
Core Principles
| # | Principle | Rationale |
|---|---|---|
| 1 | Freshness first | Visible last-updated + staleness flag; stale data is worse than no data |
| 2 | Thresholds ARE the design | Explicit good / warn / bad bands on every metric |
| 3 | Exceptions bubble up | Sort by severity desc, never alphabetical |
| 4 | Density fine, decoration not | Pack information tightly; strip all chrome |
| 5 | Alerts paged, not dashboarded | Dashboard shows state; PagerDuty / email sends notifications |
| 6 | State persists across refresh | No jarring re-render; viewer tracks delta |
| 7 | Four golden signals skeleton | Digital: latency / traffic / errors / saturation; Physical: throughput / queue / exception-rate / asset-health |
Layout Variants
Pick ONE variant based on the operational context 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 operational context + brief) | Variant |
|---|---|
| Desk viewing (≤1.5 m), 4 golden signals, both surveillance and triage | A. 4-Up Status |
| Wallboard / TV-wall (≥3 m), peripheral surveillance, no detail expected on screen | B. Wallboard |
| Active incident response — exception queue is the working surface | C. Incident-First |
Variant A — 4-Up Status (default, balanced surveillance + triage)
Status tiles, hero time series, and an exception detail row. Optimized for a desk monitor where the operator both surveilles and works the queue.
┌──────────────────────────────────────────────────────────┐
│ ENV / REGION selectors LAST UPDATED: 14:32 UTC ⚠️ │ h=56
├──────────┬──────────┬──────────┬──────────────────────────┤
│ STATUS 1 │ STATUS 2 │ STATUS 3 │ STATUS 4 │ h=120
│ ████░░░ │ ████████ │ ███░░░░ │ █████░░ │ bullet-style
├──────────┴──────────┴──────────┴──────────────────────────┤
│ HERO TIME SERIES — shared X axis — 24 h window │ h=280
│ ┌─latency──┐ ┌─traffic──┐ ┌─errors───┐ ┌─saturation─┐ │
│ │ ~∿~∿~ │ │ ~∿~∿~ │ │ ~∿~∿~ │ │ ~∿~∿~ │ │
│ └──────────┘ └──────────┘ └──────────┘ └────────────┘ │
├──────────────────────────────┬────────────────────────────┤
│ EXCEPTION QUEUE │ GEO / TOPOLOGY MAP │ h=240
│ (table, severity desc) │ (filled / shape / azure) │
├──────────────────────────────┴────────────────────────────┤
│ source · cadence: 30 s · runbook: link │ h=24
└──────────────────────────────────────────────────────────┘| Zone | Height | Content |
|---|---|---|
| Header | 56 px | Environment selector, last-updated, staleness icon |
| Status tiles | 120 px | 4 bullet-graph-style indicators |
| Hero time series | 280 px | 24 h window, shared X axis, 4 golden signals |
| Detail row | 240 px | Exception queue + geo/topology map |
| Footer | 24 px | Source, refresh cadence, runbook link |
Variant B — Wallboard (TV-wall surveillance)
Two composite status tiles dominate the screen. No detail row. Designed to be readable from across a room — peripheral attention catches state changes without the operator looking directly at the screen. These are not bare one-measure cards; each primary tile needs state color, threshold/reference context, and a sparkline or banded status cue.
┌──────────────────────────────────────────────────────────┐
│ ENV LAST UPDATED: 14:32 UTC ⚠️ │ h=64
├──────────────────────────────┬───────────────────────────┤
│ │ │
│ PRIMARY HEALTH │ PRIMARY VOLUME │
│ (huge value + status │ (huge value + sparkline │
│ color + threshold band) │ + threshold band) │ h=440
│ │ │
│ FONT: 72-96pt │ FONT: 72-96pt │
│ │ │
├──────────┬──────────┬────────┴───────┬───────────────────┤
│ Sub 1 │ Sub 2 │ Sub 3 │ Sub 4 │ h=160
│ (med) │ (med) │ (med) │ (med) │
├──────────┴──────────┴────────────────┴───────────────────┤
│ cadence: 30 s · last incident: 11:42 │ h=32
└──────────────────────────────────────────────────────────┘| Zone | Height | Content |
|---|---|---|
| Header | 64 px | Environment + last-updated, large font for room visibility |
| Primary tiles | 440 px | 2 composite status tiles: PRIMARY HEALTH, PRIMARY VOLUME — value font 72–96pt plus state/context cues |
| Sub tiles | 160 px | 4 secondary indicators, font ~36pt |
| Footer | 32 px | Refresh cadence + last-incident timestamp |
Dark wallpaper recommended — set
page > backgroundandwallpaperto a near-black fill so alert colors pop in peripheral vision. No exception table — wallboards aren't where you triage; they tell you to go look at the triage screen.
Variant C — Incident-First (queue dominant for active responders)
When the page is consumed by an on-call engineer working an active incident, the exception queue is the working surface. Status tiles shrink to a status strip.
┌──────────────────────────────────────────────────────────┐
│ STATUS STRIP — 4 mini-tiles (h=56) ⚠️ stale │ h=56
├──────────────────────────────────────────────────────────┤
│ │
│ EXCEPTION QUEUE — full width │ h=400
│ ┌─severity─┬──when──┬──what──┬──where──┬──action──┐ │
│ │ Critical │ 2 m ago│ ... │ region1 │ runbook→ │ │
│ │ Critical │ 4 m ago│ ... │ region2 │ runbook→ │ │
│ │ Warning │ 8 m ago│ ... │ region1 │ runbook→ │ │
│ └──────────┴────────┴────────┴─────────┴──────────┘ │
├──────────────────────────────┬───────────────────────────┤
│ AFFECTED-ENTITY TIMELINE │ RECENT DEPLOYS / CHANGES │ h=200
│ (sparkline grid for │ (table, deploy events │
│ selected entity) │ correlated to incidents)│
├──────────────────────────────┴───────────────────────────┤
│ cadence: 30 s · runbook root: link │ h=24
└──────────────────────────────────────────────────────────┘| Zone | Height | Content |
|---|---|---|
| Status strip | 56 px | 4 compact tiles + staleness flag — context, not the focus |
| Exception queue | 400 px | Full-width table sorted severity desc; columns: severity, when, what, where, action link |
| Correlation row | 200 px | Affected-entity timeline + recent-deploys / change events |
| Footer | 24 px | Cadence + runbook root link |
The queue ROW must be selectable, and selecting a row should cross-filter the correlation row below — that's the whole interaction model. Configure
actionButtonper row (or a column withWeb URLaction) to jump straight to the runbook.
Chart Selection
Use
| Visual type | Role | Notes |
|---|---|---|
| Bullet graph (simulated) | Status tile | barChart + referenceLine + banded basicShape behind |
lineChart sparkline | Inline trends in tables | 120 × 40, all chrome off |
| Status tile | KPI state | cardVisual + shape + icon; CF drives color |
| Heat strip | Time × entity state | matrix with background CF, suppress numbers |
| Exception table | Alert queue | tableEx with CF icons + data bars, sort severity desc |
| Maps | Spatial state | azureMap preferred. If Azure Maps cannot render the geography because of tenant policy, region support, or environment constraints, use a non-map fallback such as a tableEx of locations with conditional formatting or a clusteredBarChart by region. Avoid the legacy map / filledMap visuals; shapeMap is a specialized shape-based visual, not a general Azure Maps substitute. |
Do NOT Use
| Visual type | Reason |
|---|---|
pieChart / donutChart | Cannot show deviation; no threshold encoding |
scatterChart | Requires analytical attention; wrong mode |
treemap | Area encoding unreliable at glance |
| Analytical slicers | Operators don't slice; they surveille |
decompositionTree | Analytical, not operational |
Color & Typography
Semaphore Palette
| State | Color | Hex | Shape | Icon |
|---|---|---|---|---|
| Good | Green | #107C10 | ● | ✓ |
| Warning | Amber | #FF8C00 | ◐ | ◐ |
| Critical | Red | #D13438 | ▲ | ▲ |
| Unknown / stale | Grey | #797775 | ○ | ? |
WCAG 1.4.1: Never encode state with color alone — always pair with shape + icon.
Saturated reds: Use calibrated, vivid reds for critical. Pastels fail to trigger peripheral attention.
Typography by Viewing Distance
| Context | Body | Tile headline | Card value | Axis labels |
|---|---|---|---|---|
| Laptop (0.5 m) | 14 pt | 18 pt | 24 pt | 10 pt |
| TV wall (3 m) | 18 pt | 24 pt | 36 pt | 14 pt |
Dark background advisory: NOC/control-room screens benefit from dark wallpaper (reduces bloom, makes alert colors pop). Not the default — configure via
page > backgroundandwallpaper.
Freshness & Refresh
| Mechanism | PBI property | Constraint |
|---|---|---|
| Auto page refresh | autoPageRefreshInterval | DirectQuery only; Premium 1 s min, shared 30 min |
| Change-detection refresh | changeDetection | Fires refresh only when upstream data changes |
| Last-updated display | MAX(timestamp) measure or NOW() | Show prominently in header |
| Stale-flag CF | Conditional formatting rule | Flag when elapsed > 2× expected cadence |
Staleness Decision Table
| Expected cadence | Stale threshold | Action |
|---|---|---|
| Real-time (≤ 5 s) | > 15 s | Amber icon + "Data may be stale" |
| Near-real-time (30 s) | > 90 s | Red icon + suppress KPI values |
| Batch (hourly) | > 3 h | Grey overlay + "Awaiting refresh" |
Interaction Design
| Pattern | Implementation | Notes |
|---|---|---|
| Mostly passive | No required clicks in normal operation | — |
| Page tooltip on status tile | 24 h sparkline + threshold bands | 320 × 240 tooltip page |
| Drill-through on red tile | Detail page with timeline + runbook | One click from anomaly to root cause |
| Shift bookmarks | Day / night context | Adjusts thresholds + background |
| Cross-highlight | Subtle; never rearranges layout | Avoid disorienting the peripheral viewer |
Anti-patterns: see references/design/anti-patterns.md
PBI Formatting Reference
Status Tiles
| Property path | Value | Purpose |
|---|---|---|
cardVisual background CF | Green / amber / red fill | State encoding |
shape (backing plate) | Rectangle behind card | Colored status indicator |
visualHeader > show | false | Clean tile surface |
Time Series
| Property path | Value | Purpose |
|---|---|---|
lineChart > categoryAxis > axisType | DateTime | Continuous time axis |
referenceLine / constantLine | SLO threshold values | Draw good / warn / bad bands |
| Shared X axis | Align all charts to same 24 h window | Visual correlation |
Exception Table
| Property path | Value | Purpose |
|---|---|---|
tableEx CF icons | Severity icon set | Visual severity ranking |
tableEx data bars | Metric magnitude | Quick magnitude scan |
| Sort | Severity desc | Worst-first ordering |
Refresh & Page
| Property path | Value | Purpose |
|---|---|---|
autoPageRefreshInterval | Per data source cadence | Live refresh (DQ/Premium) |
changeDetection | true | Efficient refresh trigger |
page > background | Optional dark fill | NOC screen optimization |
page > wallpaper | Optional dark fill | NOC screen optimization |
border > show | false | Clean tile boundaries |
Decision Checklist
| # | Check | Pass? |
|---|---|---|
| 1 | Last-updated timestamp is visible and prominent | ☐ |
| 2 | Staleness flag fires when data exceeds expected cadence | ☐ |
| 3 | Every metric has explicit good / warn / bad thresholds | ☐ |
| 4 | State encoded with color + shape + icon (never color alone) | ☐ |
| 5 | Exception list sorted by severity desc | ☐ |
| 6 | Four golden signals represented | ☐ |
| 7 | Font sizes calibrated for actual viewing distance | ☐ |
| 8 | Zero clicks required for normal-state assessment | ☐ |
| 9 | Drill-through from red tile to detail + runbook | ☐ |
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 or Microsoft.
Download ZIP
The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download powerbi-report-cli.zip