Engineering · June 18, 2026 · 3 min read
Usage Insights without cloud analytics
Usage Insights reads local MendCode evidence for tokens, sessions, AI time, tools, agents, models, changed files, and daily activity.
Usage visibility should help the developer understand their own workflow without turning local agent activity into a cloud analytics product.
The dashboard groups sessions, token activity, response load, tools, agents, models, and outcomes from local evidence. Missing provider metadata stays missing; the dashboard should not invent precision.
The result is operational awareness inside the TUI: enough signal to debug habits and cost pressure, without pretending to be management analytics.
usageprivacystats