You can download or purchase these apps for your smartphone, tablet or computer. But food-tracking apps like MyFitnessPal aren’t just for calories and for people who want to lose or gain weight. The apps can also tally how much sodium, protein, and sugar you eat, among other nutrients. To match your app to your goals, here’s what to consider. Topic modeling is another text-mining and NLP method that is commonly used to discover latent topics in a corpus of text. Topic modeling has been shown to be useful for clustering documents or text, and is considered a probabilistic statistical technique for semantic structures [48].
“We do our best to ensure the nutrition information for foods accurately reflects nutrition information from the product packaging,” says MyFitnessPal’s website. Just keep in mind that activity trackers are often imperfect. And if you’ve included your usual activity in estimating your calorie budget (see No. 1), don’t double count. Keeping track of those factors in your head can be difficult, but I’ve found Bearable to be helpful. You can decide what you’d like to track each day—like how stressed you are, and whether you did your physical therapy exercises—and rate how much that sore back (or whatever) is bothering you.
Foodvisor – AI Calorie Counter
MFP crunches some data and spits out on the screen the familiar Nutrition Facts you’ve grown accustomed to seeing on products. And you can log a serving of it directly from this screen, before you forget! And now the recipe is in your database, so you won’t have to ever go to “all that trouble” again. One reason MyFitnessPal is so popular is that it is 100 percent free! No “free trials” or bait-and-switch premium editions here, no sir.
- Checked items are complete for calories, fat, saturated fat, cholesterol, sodium, carbs, fiber, sugar, and protein.
- From macro tracking to AI-powered meal planning, today’s top nutrition apps help cyclists fuel smarter, recover faster, and get more from every ROUVY session and outdoor ride.
- In their feedback, users often use words such as “love,” “nice,” “easy,” “good,” and “amaze” to describe the apps.
- Consuming carbohydrates before and during long rides helps maintain energy, while post-ride protein intake speeds up muscle recovery.
- The low inclusion of behavior change strategies in diet tracking apps may hinder their ability to help users achieve their long-term diet and nutrition goals [11,12].
- The best nutrition-tracking apps help cyclists align fueling with training demands by monitoring calories, macronutrients, micronutrients, hydration and recovery.
More on healthy eating strategies

But keeping tabs on what you eat can feel like an uphill battle – meticulously logging each ingredient, calculating calories, and tracking macronutrients can quickly become tedious. That’s where technology comes to the rescue, and finding the right free nutrition app for weight loss can make all the difference in reaching your goals. App developers and companies have recognized the value of user reviews and frequently examine these reviews to improve the user experience. Most mobile health apps are free to use, with the option to upgrade profiles to paid premium options (for more features or personalized advice). The initial free download and use make these apps easily disposable and users’ decision to switch between them is widespread [24].
It will keep track of your progress and show you how you’ve gotten stronger over time. There’s even a desktop version so you can see your workouts on a computer screen for more detailed planning. There are lots of ways to find workouts to follow along with, including getting workouts from a wearable like a Garmin, or subscribing to a service like Apple Fitness+ or Peloton. But the standout in this category is one that is simple, free, and well-produced.
AteMate Food Journal & Diary
That’s odd – I’d try and fiddle with the app from your computer- I find it’s much easier to configure. I redid my goal recently and there were a few settings that I adjusted and it pulls data very accurately. Snacking isn’t just about hunger – it’s a performance tool. The right snacks at the right time can fuel your triathlon-training sessions, speed up recovery and sharpen your edge on race day. Whether you’re smashing through a tough swim-bike-run block or training indoors on ROUVY, this guide has strategic, performance-driven snack tips to help you fuel smarter, recover faster and perform better.

Frequently Asked Questions
This app didn’t work for me since I’m not overweight. I tried it to give it a chance thinking it was what I was looking for, but it wasn’t. And then found out that NO MATTER what, you can’t get your money back once they have charged the subscription even if it’s on THE SAME DAY. Every time I open the app it pushes its premium service at me. I get that they are here to make money, but seriously, just throw a nonintrusive ad window in somewhere and don’t pester me. These two trigrams would then be added to the trigrams extracted from other reviews, resulting in a total of 744,808 trigrams from 72,084 reviews.
Data Collection
It also includes meal plans, thousands of keto recipes and advanced metrics such as ketones and blood-glucose tracking. There are hundreds of the best apps for tracking food to choose from across various platforms, and the choices can initially be overwhelming, but we’ve outlined the best and most popular. In 2026, prices range from free (for basic functions) to monthly premium subscriptions from approx $5-$25 or one-time purchases from $35-$200 so you should be able to find something to fit your budget with a little research. Ellim lets you create unlimited workout routines on the free tier — no caps, no trial, no paywall.
MyFitnessPal
This works for routines from screenshots, PDFs, Reddit posts, or any other source. If you run a PPL split with an accessories day, you’ve already hit the cap. Hevy also limits graph history to 3 months and custom exercises to 7 on the free tier. Ellim has no limits on routines, history, or exercises. Hevy — 4 routines, ~400 exercises, 3 months of graph history, 7 custom exercises. If you run a PPL split, that’s already 3 routines — you’ve hit Strong’s cap before you even add a deload week or an accessories day.
Make it easy on yourself.
To increase usage and enable better health and nutrition outcomes, it is necessary to better understand user needs. It is evident that users are not simply looking for pure information when using mobile health apps. The way the information is presented; the usability of the app; the degree to which it engages and connects users; and its effectiveness, timeliness, design, and functionality are also important considerations [27]. A deeper analysis of user reviews of apps can lead to better knowledge of desired features and user preferences, and ideally increase the usability, appeal, and effectiveness of the app in achieving users’ health and nutrition goals [7]. These aspects require more academic research into user reviews [22], especially as functionality and appearance often have greater contributions to the popularity of dieting apps than the quality of the information provided by the app [28].
Best Free Gym Tracker With No Routine Limits (
We then converted the text to lowercase, performed an extensive spell check of every review, and made necessary corrections using the Speller Python library. Words such as “I,” “are,” “and,” and “the” were considered “stop words” and removed, as such common words tend to dominate the results. We further removed any special characters and numbers from the reviews. Users consistently praise the app for delivering reliable data—even for complex dishes that might stump other apps.
Plus, get tips for choosing the best omega-3 supplements for athletes to maximize your training results. Built on the same principles used inside teams like Team Visma | Lease a Bike, the app helps you reach your optimal riding weight while maintaining performance through smart, daily fueling aligned with your training load. Whether you’re building power or endurance, or simply aiming to fuel your ROUVY training sessions more effectively, the right nutrition app can make all the difference. Your AI personal coach for fitness — create custom workouts, track progress, and train smarter.
GitHub – davidhealey/waistline: Libre calorie counter app for Android. Built…
MyFitnessPal is one of the most popular web-based exercise and fitness social media applications available. MyFitnessPal (MFP) helps you keep track of your daily food and beverage intake, calculating all unimeal reviews your nutrients, calories, and vitamins for you. This enables you to analyze patterns and find out what your diet is missing or where you need to cut back a little. I started this hunt last year and ended up using MyNetDiary. It has a very good database and tracking functionality for macros. It also has diet plans and recipes that I’ve actually found useful.