What it does

This skill automates the transformation of raw KPI data (CSV or JSON) into professional, executive-ready client reporting packs. It analyzes metrics to generate high-level summaries, identifies wins and losses, detects anomalies, and provides strategic next-step recommendations.

Why use this skill

Manual reporting is time-consuming and prone to human oversight. This skill goes beyond basic data visualization by applying analytical guardrails that ensure recommendations are tied directly to metric movements. It eliminates "hallucinated" data by strictly adhering to provided files and explicitly flagging missing baselines instead of guessing.

Supported tools

• Works with any CSV or JSON metrics export.
• Output formats include Markdown for human readability and JSON for programmatic integration.
• Lightweight Python implementation with no external dependencies.

The Output

The result is a structured report featuring a high-level executive summary, a breakdown of performance against specific client goals, and actionable insights based on the reporting period's data trends.