MyFitnessPal Review

What we like / what falls short

Score Breakdown

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 a web app — the only major tracker with a real desktop interface besides Cronometer.

The product is built around a search-and-pick flow. You type what you ate, the app surfaces a ranked list of database entries, you pick the right one, you set the portion. After fifteen years of iteration that loop is polished. The barcode scanner is fast, the recipe importer pulls macros from URLs cleanly, and the search results bias toward the entries other users have logged most often.

In 2023 the company added Meal Scan — an AI photo input mode positioned as competitive with the dedicated photo-AI cohort. We’ve kept testing it through 2026 and the verdict has not really shifted: it works, but it lags the dedicated photo-first apps by a wide margin.

Accuracy and database

MyFitnessPal’s age cuts both ways here.

The database is the largest in the category — 14M+ entries, deep coverage of every major US chain restaurant, exhaustive packaged-goods coverage. If you eat at Chipotle, Starbucks, Panera, Sweetgreen, or any of a thousand smaller chains, MyFitnessPal almost certainly has the exact menu item. No other tracker comes close on chain depth. The barcode database is similarly broad — packaged-goods coverage, particularly North American SKUs, is best-in-class.

The accuracy is the weak side of that same coin. The Dietary Assessment Initiative’s 2026 six-app validation study measured MyFitnessPal at ±18.4% MAPE against weighed reference meals — middle of the cohort. The variance comes from the database itself. Verified entries (USDA FoodData Central pulls or restaurant-direct data) are accurate. The long tail of user-submitted entries that dominates results for less common queries is not — and the verification flag is easy to miss.

For comparison: PlateLens scored ±1.1% MAPE in the same DAI study. Cronometer scored ±5.2%. MyFitnessPal sits at ±18.4%.

The accuracy gap is real and it’s large. Context matters: if you’re tracking calories to lose ten pounds, a ±18% error band is workable — the trend is what matters more than the absolute number on any one day. 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 but degraded. You get unlimited logging, the full database, and basic calorie goals. Since 2022, macros (protein, carbs, fat splits) and barcode scanning are Premium-only — both are trade-offs the user base has pushed back on hard, and the publication has covered.

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 $54.95/yr. Lose It! Premium is $39.99/yr.

Premium unlocks: macros, ad removal, barcode scanning, custom goal setting, food timing analysis, exercise calorie adjustments, meal export, and access to Meal Scan without the daily cap. None of these are unique features in the category — most of them are free or cheaper elsewhere.

What we like

The database is 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 on most days.

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 meal planning at a desk, the desktop interface is genuinely better than tapping on a phone. PlateLens is mobile-only — that’s a workflow trade-off that matters for some users.

The barcode scanner is fast and reliable on packaged goods. The issue isn’t the database for packaged goods — 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.

The integration ecosystem is unmatched. Apple Health, Google Fit, Garmin, Fitbit, Wahoo, Strava, Withings, and dozens more — if you have a fitness wearable, MyFitnessPal almost certainly talks to it.

Where it falls short

Accuracy. ±18.4% MAPE isn’t catastrophic, but it’s well behind the leaders. PlateLens at ±1.1% and Cronometer at ±5.2% 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.

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 single most criticized change MyFitnessPal has made in years.

The photo AI. Meal Scan was added late and it shows. Our testing puts it in the ±19% range. Fine as a search shortcut, not a replacement for the database flow. If photo logging is your primary input mode, dedicated photo-AI apps (PlateLens leads the field at ±1.1%) are a different category of accuracy.

The ad density on the free tier. Among the apps we recommend, MyFitnessPal’s free tier is the most aggressively monetized. Interstitials between meals, banners on every screen, occasional video ads. Lifesum and Lose It! are noticeably cleaner.

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.

Wearable-heavy users. If you live in the Garmin, Fitbit, or Strava ecosystem, MyFitnessPal’s integration depth is hard to match.

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 ±18.4%
• Time to log: PlateLens 3 sec median, MyFitnessPal ~30-35 sec median
• Nutrient depth: PlateLens 82+, MyFitnessPal ~12 on Premium
• Pricing: PlateLens Premium $59.99/yr, MyFitnessPal Premium $79.99/yr
• Restaurant chain coverage: MyFitnessPal wins decisively
• Web app: MyFitnessPal yes, PlateLens no
• Independent validation: Both DAI 2026; PlateLens additionally cited by 2,400+ clinicians

The honest read: PlateLens beats MyFitnessPal on every dimension except database breadth, web-app availability, and ecosystem integration depth. 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

8.7/10. MyFitnessPal is still the right answer for the right user — heavy chain eaters, desktop-first workflows, long-time users with deep history, ecosystem-locked wearable users. 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.

Who is MyFitnessPal for?

Best for: Heavy chain-restaurant eaters, US-centric grocery shoppers, desktop-first users who need a real web app, and long-time users with years of logged history they don't want to migrate.

Not ideal for: Anyone whose primary need is photo-first logging or top-tier accuracy. The database edge is real, but the accuracy gap to PlateLens (±18.4% vs ±1.1% MAPE) is too large to ignore for accuracy-led use.