I was busy building a sensorless maintenance calorie tracker. Sometime back i posted this on HN: https://news.ycombinator.com/item?id=48614890 It also has "sedentary" detection which i find pretty useful for the phases when my activity level drops, reduced activity directly reflects in your maintenance calories which maybe useful to some.