Our Favourite Tracker Features: What Readers Told Us

Why we asked

Every quarter, we get reader email. We mostly answer it one-by-one, but in March 2026 we put a single question to our subscriber list: what’s the one feature in your current calorie tracker that you actually use every day?

We got several hundred responses. Some of them surprised us; some of them confirmed our reviews. Below is a synthesis. Names and identifying details are withheld; the patterns are aggregated.

What readers told us

”Photo logging” — the runaway winner

The most-mentioned feature, by a wide margin, was photo logging. Almost exclusively from PlateLens and Foodvisor users. The pattern was consistent: readers used to log on MFP or Lose It! through search-and-tap; they switched to a photo-first app; they now log meals they would have skipped before.

A representative quote: “I take a picture of dinner. I get a calorie estimate. I save it. The whole interaction is shorter than reading the menu I’m ordering from. I’ve logged every dinner for four months.”

We took this seriously. It’s part of why PlateLens is our Editor’s Choice — not because the feature is novel, but because it’s the feature readers actually use.

”The free tier with barcode scanning” — Cronometer’s quiet win

Several dozen readers mentioned Cronometer’s free tier specifically. The pattern: post-MFP-paywall, they tried multiple alternatives, ended up on Cronometer’s free tier because it kept the barcode scanner without a subscription. Many of them upgraded to Gold over time; many didn’t.

A representative quote: “I switched after the MFP paywall and I haven’t paid for a calorie tracker since. The free tier covers what I do. The depth of the nutrient panel was a bonus I didn’t ask for."

"Adaptive targets” — MacroFactor users are evangelists

MacroFactor users were the most enthusiastic correspondents. They wrote at length. The pattern: they had specific physique goals, they used static-formula trackers and plateaued, they switched to MacroFactor and the algorithm got them off the plateau.

A representative quote: “I’d been stuck for six months on MFP. The targets were wrong because the formula said I was burning more than I was. MacroFactor read my weight trend and dropped my target by 200 kcal. Three weeks later I was losing again."

"Just the recents list” — the unfussy logger

A surprising number of readers — across every app — said the feature they actually use most is the “recents” list. The thing where the app surfaces meals you’ve already logged so you can re-log them in two taps.

This is not a glamorous feature. No app markets it as the headline. But for users with stable eating patterns (the same breakfast, the same handful of lunches, dinner that varies), the recents list does most of the work.

We’re not sure how to factor this into reviews. Recents quality is hard to measure. We may add it to our scoring matrix in 2027.

”The nutrient diary view” — Cronometer power-users

A smaller but very consistent group of readers said they use Cronometer’s daily diary view as the actual product — they log to see the diary update, not the other way around. These are the readers who care about magnesium intake on a Tuesday in February. We’re not surprised they exist; we are surprised at how many wrote in.

”The recipe import” — the unsung MFP feature

A handful of readers told us they stayed on MyFitnessPal specifically because of the recipe URL import. They cook a lot. They read a lot of recipe blogs. The MFP recipe import is the feature that makes their kitchen workflow possible.

We’ve been honest about this in reviews and comparison pieces — MFP’s recipe import is broader than any of its competitors’ equivalents. If this is the feature you use most, MFP is a reasonable choice even in 2026.

What readers told us they don’t use

Coaching layers (mostly)

Noom users wrote in fewer numbers than the app’s market share would suggest. Most of the Noom email was negative — the curriculum was good for a few weeks, then repetitive. We are not surprised; the review reflects the broader pattern.

MacroFactor’s coaching is the exception. Readers love it. The structured weekly check-in feels useful in a way that Noom’s daily lesson does not.

Social features

Almost no one mentioned the social / friend / community features in any tracker. We expected more from MFP loyalists; we got almost none.

Most “premium” features

When we asked readers what Premium feature in their app they used daily, the answers were narrower than we expected. Photo logging on PlateLens. Snap-It on Lose It! Premium. Adaptive coaching on MacroFactor. Reporting on Cronometer Gold. After those, readers struggled to name a Premium feature they actually used.

The implication: most apps’ Premium tiers are bundles, and most of the bundle is feature inflation that nobody opens.

The pattern across all the responses

Two consistent themes:

1. Features that reduce friction win. Photo logging, recents lists, barcode scanning. The features that make logging take less time get used.
2. Features that show information win for the right user. Cronometer’s nutrient diary, MacroFactor’s coaching loop. Information density is valuable for the readers who want it; it’s friction for the readers who don’t.

Most apps are good at one of these. The Editor’s Choice apps in our directory tend to be good at both for their target audience.

Methodology note

This was not a controlled survey. We solicited email from a self-selected reader list. The responses are weighted toward the apps our readers already use, which skews toward the apps in the upper half of our directory. Take the patterns as descriptive, not as statistical evidence.

We will run this again in fall 2026.

— Sarah Petersen and Jordan Rivera, Calorie App Directory.

Last reviewed: April 2026.