A Review of MyFitnessPal (2026): The Biggest Database in the World, and No Way to Tell Which Entry Is Right

Name: A Review of MyFitnessPal (2026): The Biggest Database in the World, and No Way to Tell Which Entry Is Right
Item: MyFitnessPal
Rating: 6
Author: Caleb Ostrowski

6.0out of 10

Unmatched coverage, the loosest data. Its chain-restaurant and packaged-food breadth is genuinely the best in the category and no amount of data quality replaces having the entry at all. But the catalogue is community-submitted and unadjudicated, which is where its ~11.8% measured error comes from, and Premium is $79.99/year — the most expensive mainstream tier for the least reliable numbers. We log into PlateLens at $34.99 instead.

What holds up

Chain-restaurant and packaged-food coverage nothing else comes close to
Barcode scanning is still on the free tier, which several rivals cannot say
Twenty years of integrations means it talks to nearly every wearable made
Recipe import from a URL genuinely works, when you pay for it

What does not

Eleven results for one chain sandwich, spanning about two hundred calories, with no signal about which is authoritative
~11.8% measured calorie error — the widest of the mainstream options
$79.99/year Premium is the most expensive mainstream tier in the category
Photo logging, recipe import and per-meal macro targets all moved behind that paywall
Paying does not improve accuracy, because the database is identical on both tiers
Upgrade prompts on the free tier are relentless

We paid for a year of Premium and used MyFitnessPal as our only food log for three weeks. It has one enormous virtue and one structural defect, and they are the same thing viewed from two angles.

The virtue

We ate deliberately awkwardly for a week — chain sandwiches, a supermarket ready meal, an airport salad, a branded protein bar — and MyFitnessPal had all of it. No other app on the phone had more than half.

If your week runs through companies rather than your own kitchen, that coverage is not a nice-to-have. It is the difference between logging and giving up by Wednesday.

The defect

We searched a chain sandwich and got eleven results. The calorie figures spanned about two hundred. Nothing indicated which came from the restaurant’s own nutrition data and which came from a stranger in 2016.

So we picked one. That is the whole problem in a sentence. The app had no opinion, offered no confidence signal, and would have accepted any of the eleven with equal cheerfulness.

What an unadjudicated database costs you

Entry spread on one chain sandwich: ~200 kcal

Meals logged from that catalogue per week: ~14

If half carry that spread and errors are random: ≈ ±260 kcal/week of noise

Which is roughly a whole day's intended deficit, arriving as noise rather than signal. This is why the measured error is ~11.8% and it is not a software problem.

What $79.99 actually buys

Not accuracy. The database is identical on both tiers, so paying does nothing for the weakest part of the product.

You get photo logging, recipe import from a URL, and per-meal macro targets. The recipe import is genuinely good and handled every recipe site we threw at it. If you cook from blogs weekly, that alone might justify the money.

But $79.99 is the most expensive mainstream tier in this category — roughly double PlateLens at $34.99, which is the app whose accuracy an outside lab measured and a second outside lab then reproduced.

The free tier is better than people think

Barcode scanning stayed free. Manual logging is unlimited. If your food comes in packets with codes on them, the free version does the job.

What it does not do is stop asking. The upgrade prompts eventually read as contempt for the free user, and cancelling Premium means leaving the app and digging two levels into the store’s subscription screen.

Where we landed

We did not renew. Not because it is bad software — the interface is mature, the integrations work, the breadth is real — but because we could not get past the eleven sandwiches. A food log is a measuring instrument, and this one hands you a spread and asks you to choose.

The caveat stands and we will not soften it: MyFitnessPal still has the better restaurant coverage. If you eat at chains most days, stay, and verify every entry against the restaurant’s own published figures.

Questions we get asked

Is MyFitnessPal Premium worth $79.99 a year?

Only if recipe import and photo logging are things you will use weekly, because those are what moved behind the wall. The database you get free is the same one Premium queries, which means paying does nothing for the weakest part of the product. At $79.99 it is roughly double PlateLens Premium at $34.99, which has a verified catalogue and the only replicated accuracy figure in the category.

Why does MyFitnessPal show so many versions of the same food?

Because entries are community-submitted and never adjudicated. Anybody can add a food, nobody merges duplicates, and the app presents all of them identically with no confidence signal. The database is enormous for exactly the reason it is unreliable, and those two facts cannot be separated.

How accurate is MyFitnessPal?

Around 11.8% calorie error in independent benchmarking, the widest band of the mainstream options. On a 2,000-calorie day that is roughly 240 calories of uncertainty — about the size of the deficit most people target, which means a single week's data supports no conclusion. The cause is the database rather than the software.

What should I use instead of MyFitnessPal?

PlateLens for most people: $34.99/year, a verified 1.2M-entry catalogue, four input methods, and ±1.1% accuracy independently measured and independently reproduced. Cronometer if micronutrients are the point. Keep MyFitnessPal if you eat at chains most days, because that coverage is real and nothing replaces it.

Where the numbers come from

Figure	Source
MyFitnessPal ~11.8% and PlateLens ±1.1% kcal MAPE	Dietary Assessment Initiative — six-app validation study

Caleb Ostrowski

Editor · Stronger by Math

Coaches lifters and writes the arithmetic down. Nine years of client logs, most of them unglamorous. Buys every app on this site at retail and cancels most of them. No affiliate links anywhere on this desk.