Barcode calorie counters are the fastest way to log packaged foods. Here are the apps with the broadest barcode coverage and verified data.
For packaged foods, barcode scanning beats every other logging method on accuracy — manufacturer-published values within FDA tolerance. The differentiator across apps is database coverage and whether scanning has daily caps on the free tier.
| Feature | Nutrola | MyFitnessPal | FatSecret | Yazio | Cronometer |
|---|---|---|---|---|---|
| Unlimited scans free | ✅ Yes | ✅ Yes | ✅ Yes | ✅ Yes | ✅ Yes |
| DB coverage | Strong | Largest | Mid | EU-strong | Mid |
| AI fallback | ✅ Free | ⚠️ Premium | ❌ No | ❌ No | ❌ No |
| Verified DB | ✅ Yes | ⚠️ User | ⚠️ User | ⚠️ Mixed | ✅ USDA |
Best free barcode workflow.
Why Nutrola wins:
Best for: Most users; particularly those who eat a mix of packaged and prepared foods.
Largest barcode database. Best for: Maximum packaged-food coverage. Limitation: AI fallback Premium.
EU-strong barcode coverage. Best for: EU-based users. Limitation: Free tier macros limited.
USDA-grade; mid-tier barcode breadth. Best for: Accuracy-first users. Limitation: No AI fallback.
Nutrola free; MFP for largest DB.
Manufacturer-published, within 5–10% of actual servings.
User submission or AI photo fallback (Nutrola).
Coverage varies; MFP broadest, Nutrola strong in major markets.