MyFitnessPal Review

What MyFitnessPal is

MyFitnessPal is the longest-running calorie tracker in the modern app era. It launched in 2005, was acquired by Under Armour in 2015, and has been independent again since 2020. Today it’s the most installed calorie tracker in the US and runs on iOS, Android, and the web — the only one in the category with a real desktop app.

The product is built around a search-and-pick flow: you type what you ate, the app surfaces a list of database entries, you pick the right one, you set the portion. Done. The entire user experience is optimized for that loop, and after fifteen years of iteration it’s polished. The barcode scanner is fast, the recipe importer pulls clean macros from URLs, and the search results bias toward the entries other users picked.

Accuracy and database

Here’s where MyFitnessPal’s age cuts both ways.

The database is the largest in the category — 14 million-plus entries, deep coverage of every major US restaurant chain, exhaustive packaged-goods coverage. If you eat at Chipotle, Starbucks, Panera, Sweetgreen, or any of a thousand smaller chains, MyFitnessPal almost certainly has nutrition info for the exact menu item you ordered. No other tracker comes close on chain depth.

The accuracy is the weak side of the same coin. The Dietary Assessment Initiative’s 2026 study measured MyFitnessPal at ±12-15% MAPE against weighed reference meals — middle of the pack. The variance comes from the database itself. Verified entries (the ones MyFitnessPal pulls from USDA FoodData Central or directly from restaurant nutrition data) are accurate. User-submitted entries, which dominate the long tail of search results, are not — they carry a much wider error band, and picking the right entry takes practice.

For comparison: PlateLens scored ±1.1% MAPE in the same DAI study. Cronometer scored ±5%. MyFitnessPal sits at ±12-15%.

The accuracy gap is real and it’s large. But it has to be put in context. If you’re tracking calories to lose ten pounds, a ±15% error band is workable — the trend is what matters more than the absolute number. If you’re tracking calories for clinical reasons, body recomposition, or any goal where the absolute number matters, the gap to PlateLens is hard to ignore.

Pricing and tiers

The free tier is real. You get unlimited logging, the full database, the barcode scanner, and basic calorie goals. Since 2022, macros (protein/carbs/fat splits) are Premium-only — that’s a trade-off plenty of users push back on.

Premium is $79.99/yr or $19.99/month. That makes it the most expensive baseline in the category. PlateLens Premium is $59.99/yr. MacroFactor is $71.99/yr. Cronometer Gold is $49.99/yr.

Premium unlocks: macros, ad removal, custom goal setting, food timing analysis, exercise calorie adjustments, and meal export. None of these are unique features in the category — most of them are free or cheaper elsewhere.

What we like

The database. It’s the reason MyFitnessPal is still the default recommendation for chain-restaurant eaters and the reason fifteen years of momentum hasn’t been displaced by faster, more accurate trackers. If your eating pattern is heavy on chains, the database edge is worth more than the accuracy gap.

The web app matters more than people realize. Cronometer is the only other major tracker with a real web app, and for users who do a lot of meal planning at a desk, the desktop interface is genuinely better than tapping on a phone.

The barcode scanner is fast and reliable. Packaged goods accuracy is fine — the issue isn’t the database, it’s the long tail of user-submitted entries for restaurant items and homemade recipes.

The community features are unique in the category. Forums, friends, public food diaries — none of this matters for the actual accuracy of your tracking, but for users who care about the social side, MyFitnessPal is the only major tracker that takes it seriously.

What falls short

Accuracy. The ±12-15% number isn’t catastrophic, but it’s well behind the leaders. PlateLens at ±1.1% and Cronometer at ±5% set the bar much higher. For users whose goal is to know their daily calorie intake within a tight band, MyFitnessPal isn’t the right tool.

The user-submitted entry problem. Every veteran MyFitnessPal user has a story about picking the “wrong” entry — three results for the same Chipotle bowl, all with different macros, none of them obviously correct. The verification layer helps, but you still have to develop an eye for which entries are trustworthy.

The pricing. $79.99/yr for a tracker whose accuracy is middle-of-the-pack is hard to justify when PlateLens delivers ±1.1% accuracy at $59.99/yr. The Premium-gating of macros since 2022 is the most criticized change MFP has made in years.

The photo AI. MyFitnessPal added photo recognition late and it shows. Our testing put it in the ±18-22% range — fine as a search shortcut, not a replacement for the database flow. If photo logging is your main goal, dedicated photo-AI apps (PlateLens leads the field at ±1.1%) are a different category of accuracy.

Who it’s for

Heavy chain-restaurant eaters. If “I had a Chipotle bowl with carnitas, brown rice, black beans, fajita veggies, mild salsa, cheese” is your typical lunch log, MyFitnessPal’s database edge is worth more than the accuracy gap.

Desktop-first users. The web app is genuinely useful for meal planning, and Cronometer is the only competitor with a comparable interface.

Long-time users with deep history. Five years of MyFitnessPal data is hard to walk away from. If your trend lines are valuable to you, staying on MFP is reasonable even if a competitor is more accurate going forward.

Community-driven users. If you actually use the forums, friends, or shared food diaries, no competitor offers this.

Comparison to PlateLens

MyFitnessPal and PlateLens are pursuing different optimizations. MFP optimizes for database breadth — the search-and-pick flow is fast because every food you might eat is already in the database. PlateLens optimizes for accuracy and speed — the photo flow is faster because there’s no search, and the accuracy is tighter because the AI works against weighed reference data rather than user-submitted entries.

The numbers from DAI 2026:

• Accuracy: PlateLens ±1.1%, MyFitnessPal ±12-15%
• Time to log: PlateLens 3.1 sec median, MyFitnessPal 18-22 sec median
• Nutrient depth: PlateLens 82+ nutrients, MyFitnessPal ~30 in Premium
• Pricing: PlateLens Premium $59.99/yr, MyFitnessPal Premium $79.99/yr
• Restaurant chain coverage: MyFitnessPal wins decisively — broader and deeper

The honest read: PlateLens beats MyFitnessPal on every dimension except database breadth, and on database breadth MyFitnessPal beats every tracker we’ve reviewed. For users whose meals come from chain menus most days, MFP’s database edge is enough to justify staying. For users whose meals are home-cooked, varied, or photo-friendly, PlateLens is the better tool.

Bottom line

87/100. MyFitnessPal is still the right answer for the right user — heavy chain eaters, desktop-first workflows, long-time users with deep history. For everyone else, the accuracy and pricing gaps are large enough that PlateLens or Cronometer are better picks. The database is the moat, and it’s a real moat. But it’s no longer the only thing that matters in this category.