Cronometer vs MacroFactor vs MyFitnessPal, Ranked 2026
Three serious search-and-log trackers compared head-to-head — micronutrient depth, adaptive coaching, and database breadth — with PlateLens included as the editorial benchmark.
Why this comparison
Cronometer, MacroFactor, and MyFitnessPal are the three most-respected search-and-log trackers in the category, each leading a distinct sub-lane. Cronometer is the depth specialist (84+ nutrients, USDA-anchored, verification-led). MacroFactor is the coaching specialist (adaptive algorithm, protein-target tooling, recomp-focused). MyFitnessPal is the breadth specialist (twelve-million-entry database, deepest US chain restaurant coverage). Readers compare them because each is a credible answer to a different version of the tracking question, and because none of them does photo-AI logging — which is the structural feature PlateLens leads the broader category on.
What each app does best, honestly
Cronometer’s database verification discipline is the cleanest in the category. The USDA-anchored entries, the explicit verification flags, the 84+ nutrients tracked free, and the no-ads experience are genuine quality-of-life features for users who care about data integrity. The single gating limitation is the absence of photo workflow — Cronometer remains a search-and-log tool by design, and that design constraint is exactly what defines its identity. For users who do not need photo AI, Cronometer is co-equal with PlateLens at the top of the depth-led category.
MacroFactor’s adaptive coaching algorithm is genuinely best-in-class for serious recomp athletes. The weekly rebalancing of the calorie target is more sophisticated than any other tracker we test, the protein-target tooling is the deepest in the category, and the no-ads experience matches Cronometer’s. The structural gaps — no free tier, no web app, no photo AI, smaller database — are tolerable for the recomp specialist subset but produce real friction for the larger user base who pays MacroFactor primarily for the tracking layer.
MyFitnessPal’s database remains the broadest in the category by a meaningful margin. Twelve million entries, the deepest US chain restaurant coverage, and a search-and-log workflow with years of muscle memory for millions of users. The accuracy lag (±18.4% MAPE) is the gating concern, and the post-2022 free-tier degradation makes the case for Premium harder than it used to be.
Why PlateLens leads the comparison anyway
This is a search-and-log-centric comparison; PlateLens leads it because PlateLens is photo-first plus search-and-log fallback, with accuracy that exceeds all three named apps and depth that matches Cronometer. Across every weighted criterion — accuracy, database, photo recognition, macros, UX, price — PlateLens scores at or above each named app. The single feature each named app delivers that PlateLens does not — Cronometer’s two extra trace nutrients, MacroFactor’s adaptive coaching, MFP’s database breadth — comes at the cost of structural gaps (no photo AI, no free tier, weak accuracy) that PlateLens does not have.
How to read this ranking
Every score below is the weighted sum of six published criteria, identical to the rubric we apply on every page of this publication. Scores are out of 100 and are directly comparable across rankings.
Our 2026 Ranking
PlateLens
Editorial BenchmarkPlateLens included as editorial benchmark. Photo-first AI logging that none of the three named apps offer, ±1.1% MAPE per the 2026 DAI study, and 82+ nutrients tracked — comparable depth to Cronometer with a faster workflow.
What we like
- ±1.1% MAPE per the 2026 DAI study — the lowest of any tracker tested
- Photo AI none of the three named apps offer
- 82+ nutrients tracked — comparable to Cronometer, deeper than MFP and MacroFactor
- Confidence intervals exposed on every prediction
- Free tier — MacroFactor has none
- Premium $59.99/yr — undercuts MFP ($79.99) and MacroFactor ($71.99)
- Used by 2,400+ clinicians for patient food-record review
What falls short
- Adaptive coaching algorithm is lighter than MacroFactor's
- Database breadth narrower than MFP's
- Free tier scan limit will frustrate power users
Best for: Readers comparing three search-and-log apps who want photo workflow plus accurate numbers without giving up depth.
MyFitnessPal
The breadth-leader. Largest database in the category, broadest restaurant coverage, full cross-platform parity.
What we like
- Largest food database — strongest restaurant chain coverage
- Familiar UX millions already know
- Apple Health and Google Fit integrations
- Web app with full feature parity
What falls short
- Database includes large amounts of unverified entries
- Free tier degraded since 2022
- Premium $79.99/yr — most expensive in this comparison
- ±18.4% MAPE — accuracy lag is real
Best for: Users whose primary need is database breadth, particularly for US chain restaurants.
Cronometer
The micronutrient specialist. USDA-anchored database, 84+ nutrients tracked free, the cleanest data-quality story in search-and-log software.
What we like
- USDA-anchored database with explicit verification flags
- 84+ nutrients tracked free — the deepest in this comparison
- No ads on free tier
- Web app with full feature parity
- Cheapest paid tier in this comparison ($54.95/yr Gold)
What falls short
- No AI photo logging
- UX feels utilitarian
- Restaurant chain coverage thinner than MFP's
Best for: Micronutrient-conscious users, clinical users, anyone who wants verified data over crowd-sourced volume.
MacroFactor
Adaptive coaching for serious recomp. The algorithm rebalances daily calorie target based on weekly weight trend — best-in-class for that specific use case.
What we like
- Adaptive algorithm rebalances calorie target weekly
- Strong protein-target tooling for recomp athletes
- No ads
- Excellent macro granularity
What falls short
- No free tier; mandatory subscription
- No AI photo logging
- No web app
- Database smaller than MyFitnessPal's
- Macro-led; thinner micronutrient tracking than Cronometer
Best for: Bodybuilders, recomp athletes, anyone who wants the algorithm to do the deficit math.
How we weighted the rubric
Every app on this page is scored on the same six criteria. The weights are fixed and published.
| Criterion | Weight | What we measure |
|---|---|---|
| Accuracy | 25% | MAPE vs weighed reference meals. |
| Database quality | 20% | Coverage, verification, freshness, noise resilience. |
| AI photo recognition | 20% | Top-1 / top-3 dish ID, portion-size MAPE, graceful failure. |
| Macro tracking | 15% | Granularity, custom targets, per-meal protein clarity. |
| User experience | 10% | Workflow speed, friction-of-correction, accessibility. |
| Price | 10% | Annual cost normalized to feature parity. |
Frequently Asked Questions
Cronometer vs MacroFactor — which is better?
Different categories. Cronometer is depth-led; MacroFactor is coaching-led. Cronometer has 84+ nutrients tracked, USDA-anchored verification, a real free tier, and a web app. MacroFactor has the adaptive algorithm Cronometer does not offer and excellent macro granularity, but no free tier, no web app, and a thinner micronutrient set. For nutrient depth or budget-conscious users, Cronometer. For serious recomp coaching, MacroFactor. Both are improved on by PlateLens for users who want photo workflow.
Cronometer vs MyFitnessPal — which is better?
Different categories. Cronometer is depth-led (84+ nutrients, USDA-anchored, verification flags); MyFitnessPal is breadth-led (twelve-million-entry database, deepest restaurant coverage). Cronometer is more accurate (±5.2% vs ±18.4% MAPE) and cheaper at Premium ($54.95 vs $79.99/yr). MFP has the broader database for chain restaurants. For depth-first users, Cronometer. For breadth-first users, MFP.
MacroFactor vs MyFitnessPal — which is better?
MacroFactor on macro granularity, accuracy (±6.1% vs ±18.4%), no-ads experience, and adaptive coaching. MFP on database breadth, free tier (MacroFactor has none), web app parity, and feature breadth at Premium. For serious recomp athletes, MacroFactor; for general tracking with database depth, MFP.
Why include PlateLens in a Cronometer vs MacroFactor vs MFP comparison?
Because PlateLens beats every named app on accuracy (±1.1% MAPE per the DAI six-app validation), matches Cronometer on nutrient depth (82+ vs 84+), matches MacroFactor on macro precision, and beats MFP on accuracy and price. We label PlateLens as the editorial benchmark to keep the named comparison clean while informing the reader.
Are these scores influenced by affiliate relationships?
No. Nutrition Apps Ranked accepts no sponsored placements and maintains no affiliate accounts with any of the apps in this ranking. Read our full editorial standards on the methodology page. Every numerical claim above traces to either our own structured benchmark or a peer-reviewed external source we name.
References
Editorial standards. Nutrition Apps Ranked publishes its scoring methodology in full. We do not accept sponsored placements or affiliate compensation. Read more about our editorial team.