Untangle

Track site usage, infer habits with unsupervised ML, and surface external causes to watch for. Local-only.

Untangle helps you understand, not just measure, your screen use. It goes beyond basic tracking with personalized daily labels, productivity metrics, time‑of‑day patterns, and external suggestions (“things to look out for”) that encourage reflection and better habits. Over time, Untangle learns your unique usage patterns using unsupervised machine learning (k-means). Labels adapt to you, while staying fully private and local. What Untangle shows: - Daily label + confidence (e.g., Focused, Sprint, Fragmented, Night‑owl) - Focus and productivity metrics (longest streak, productive mix) - Time‑of‑day insights (day vs. night minutes) - Per‑site breakdown (with your own categories and “Productive?” flags) - Gentle “things to look out for” cues to spark reflection and concrete action (e.g., dehydration, sleep debt, stress) - Trend charts after 3 or more days of use Personalization: - Day 1: clear, rule‑based labels - After ~2 weeks: boundaries start to become more personalized while keeping labels familiar and interpretable. - Over time, evaluation becomes tailored to your specific behavioral profile. Unique user metrics are strengthened/updated weekly - You stay in control: edit categories, mark sites as Productive/Unproductive/Misc Privacy: - 100% on‑device processing - No data sent to servers or third parties Getting started - Use the web as normal. - After ~30 minutes of active time, your first daily label appears. - In Options → Categories, set categories and productivity flags for accurate, tailored insights. - Return to Overview to see daily summaries, trends, and suggestions. Highlights - Local‑only tracking, analysis and personalization - Clear daily labels with confidence - Reading-friendly: counts up to 15 minutes without interaction - Custom categories and productivity classifications per domain - Export data to CSV/JSON Begin improving your habits today, gaining tailored insights and concrete suggestions to Untangle your screen use!