Behavioral depth

2026-03-25

Raw pageview counts are fine for a dashboard widget, but they don't tell you anything useful. "You had 200 visitors" — okay, and?

So I built an analysis pipeline. Engagement scoring: how deeply are people interacting? Navigation patterns: where do they go after landing? Scroll behavior: are they actually reading? Session analysis: how long, how many pages? Frustration detection: rage clicks, dead clicks, hesitation patterns.

Seven MCP tools and nine CLI commands surface all of it. Your AI coding agent can ask "where are users getting frustrated?" and get a structured answer it can act on.

The dashboard caught up too. Pulse grids showing daily activity. Yearly heatmaps. Dimensional breakdowns by browser, OS, and visitor type. New-vs-returning visitor retention.