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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".
Passed 16 of 20 test cases with the skill, and 12 of 20 without it.
and 5 more in the full report
6 fixed12 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
What script in the review repository analyzes visual load time percentiles and visual complexity for a given workspace and report ID?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies scripts/performance_audit.py as the tool for load time analysis | Missed | Passed |
The instructions your model reads when the skill loads.
Structured evaluation of Power BI reports to produce actionable feedback for developers and consultants. A report review assesses whether a report is effective, well-built, and actually being used. The output is a prioritized list of findings with concrete recommendations.
Note that the skill works on one of three scenarios:
In scenario 2-3 you may still provide feedback on the report content / structure, but prioritizing other things first.
Activate when conducting a report review, audit, or health check. Common triggers:
A comprehensive report review evaluates six dimensions. Not every review needs all six -- scope to what the user needs.
The most objective signal of report value. A report that nobody views is a maintenance liability regardless of its design quality.
Retrieve usage data with the scripts in scripts/:
# Workspace overview (views, rank, page views, load times)
python3 scripts/get_report_usage.py -w <workspace-id>
# Add Tier 3 cross-workspace last-visited timestamps via the undocumented DataHub V2 API
# Useful for the "is this report being used at all" question without tenant admin role
python3 scripts/get_report_usage.py -w <workspace-id> --include-datahub
test cases passed, vs 12 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.