Industry Context — Common BS Fingerprints in Fitness, Gyms & Sports Clubs
MyFitnessPal
(https://myfitnesspal.com) 📸 Data Snapshot: May 24, 2026Analyze the raw signals below. How would a machine score this business’s credibility?
Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.
🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE Calorie Tracker & BMR Calculator to Reach Your Goals | MyFitnessPal (https://myfitnesspal.com)
Calorie Tracker & BMR Calculator to Reach Your Goals | MyFitnessPal
Reach your health, fitness & weight goals with MyFitnessPal, the #1 nutrition tracking app. Macro & calorie calculator, food tracker, and fasting app in one. Download today!
HEADING_REPEATED_BODY_FOOTER Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal (https://myfitnesspal.com/account/create/welcome/)
Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal
Free online calorie counter and diet plan. Lose weight by tracking your caloric intake quickly and easily. Find nutrition facts for over 2,000,000 foods.
REPEATED_BODY_FOOTER Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal (https://myfitnesspal.com/premium/)
Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal
Free online calorie counter and diet plan. Lose weight by tracking your caloric intake quickly and easily. Find nutrition facts for over 2,000,000 foods.
HEADING_BODY Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal (https://myfitnesspal.com/account/login/)
Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal
Free online calorie counter and diet plan. Lose weight by tracking your caloric intake quickly and easily. Find nutrition facts for over 2,000,000 foods.
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://myfitnesspal.com) Calorie Tracker & BMR Calculator to Reach Your Goals | MyFitnessPal
ReviewsHow It WorksAppsAdvertise With Us [H1] #1 nutrition tracking appNutrition tracking forreal life Make progress with the all-in-one food, exercise, and calorie tracker.Start Today [IMG: The MyFitnessPal app’s home screen dashboard shows today’s progress for calories, macros, steps, exercise, and more.] [IMG: Five gold stars in a row.] [H2] 3.5 Million 5-Star Ratings “Helped me get moving on my goals and tracking my weight loss and bodybuilding.”Jason L.“Good for tracking calories and macros with a huge database of food.”Iain M.“Friendly, easy-to-use app that keeps me accountable.”Dinah L.“Can’t lose weight and stay on track without it.”Jennie S.“Love this app. It keeps me on track with my nutritional goals.”Annette B. [H2] Hit your health goals in 1-2-3 1Track calories, macros & moreLog even faster with tools like barcode scan & the NEW voice log. [IMG: Two hands holding a phone with MyFitnessPal] 2Follow your progressForget perfection. This is about building long-term habits—and enjoying the journey. [IMG: The MyFitnessPal app] 3Eat better and hit your goalsLearn which foods help you feel your best, and get tailored weekly meal plans! [IMG: View of the meal planning tool in the MyFitnessPal app, with features to create a meal plan, customize a meal plan, and see today] 35+ apps and devices [H2] Sync steps, weight, workouts & more [IMG: Sample of icons from apps that sync with MyFitnessPal, including Apple Health Kit, Google Fit, Fitbit, Garmin, Strava, and Samsung Health.] [H2] If it’s edible, it’s in here Track over 20 million global foodsGet Results [H2] Nutrition tracking works, here's the proof “MyFitnessPal helped me gain muscle, get a 6-pack, and simply achieve all my body goals.”Synthia J.“I was 307 lbs, and today I am 199 lbs. I participated in a diabetes prevention program, learning how proper nutrition and exercise are essential. That is when I began using MyFitnessPal. I still use it everyday.”Larry S.“Once I started focusing on providing my body with nutrition for the purpose of building strength, my body has completely changed. More importantly, I'm feeling confident and empowered with who I am.”Brooke N.“My biggest realization with MyFitnessPal was being able to understand the food I ate ... we don't need to jump on some diet fad, but understand our goals and adjust our calories and macros to achieve those goals.”Rohit S.“The biggest realization is that I can do better. It is actually possible to eat healthy, and the food can taste good. MyFitnessPal helped me overhaul my habits.”Quincy D.Get Started [H2] Starting is the hard part. We make it easy... Take the quiz [IMG: Sample screen from the MyFitnessPal app’s goals questionnaire which asks users to select up to three goals that are important to them.] [H2] As seen in... [IMG: Logos for Women] [H2] Q&A [H3] Is MyFitnessPal a free calorie tracker app? Yes! If you're looking for a free calorie counter app, you're in the right place. Simply sign up for your free account here and start tracking your food.The MyFitnessPal app does a lot more than track calories in foods. You can also track macros, vitamins, and other micronutrients and see how everything you eat supports your goals.Want to level up your goals? Upgrade to Premium! Unlock MyFitnessPal's best tools (like Barcode Scan, Intermittent Fasting, and Custom Macro Goals).If you've never upgraded to MyFitnessPal Premium or never started a Premium trial before, you are eligible for a 7-day free trial. Start your free trial now.The first Premium subscription charge on your credit card will be after the trial. Once the trial ends, your subscription will auto-renew unless you cancel. If you purchased a monthly subscription, you will be charged every month. If you purchased an annual subscription, you will be charged every year.You may cancel your recurring subscription at any time. Cancel at least 24 hours before the next renewal date to avoid being charged for the upcoming billing cycle. When you cancel, you are canceling the next billing charge—Premium features will remain available to you until the end of your current paid subscription period, regardless of when you cancel the automatic renewal. [H3] How to track calories with a calorie counter app like MyFitnessPal? If you want to know how many calories are in the foods you eat, or how many calories you eat each day, the MyFitnessPal app makes it easy.Sign up for a free account and download the app. Then you can quickly look up calories and nutrients for any food AND track it all to see the impact of food on your health and fitness goals.Free members can do a simple food search from their app's home screen. Premium members have access to other time-saving tools that allow you to scan a barcode or individual foods with your phone's camera to instantly identify the best match. Learn more about Premium and try it free.However you choose to look up calories for foods, MyFitnessPal gives you access to over 18 million global foods in one of the world's largest food databases — including fresh foods, packaged goods, restaurant items, and even foods and recipes you save yourself. [H3] What nutrition data can I track besides calories? MyFitnessPal isn't just a calorie tracking app. We're a macro tracking app, a micronutrient tracking app, and a water tracking app — all in one! (Not to mention the other goals you can track, including weight, exercise, steps, and intermittent fasting.)Simply log the foods you eat using one of our easy food tracking tools, and we'll show you a complete nutritional breakdown for each food, meal, day, and even week. Any way you want to look at your data, you'll gain a better understanding of your personal nutrition so you can make smart choices that align with your weight, health, and fitness goals. [H3] Does MyFitnessPal use a BMI calculator or BMR calculator to set goals? Yes, MyFitnessPal uses a BMR calculator to help you set calorie goals. During signup, you'll be asked questions about your height, weight, age, and sex to estimate your BMR (basal metabolic rate). You can also estimate your own BMR with our BMR calculator.The equation used to calculate BMR is called the Mifflin St. Jeor equation* and it takes into account your typical activity level during the day to calculate your daily calorie needs. Depending on your weight goals, we either add or subtract calories from your daily calorie needs (500 calories per pound of weight change per week desired).To help you set safe weight goals during signup, we use a BMI calculator. BMI is based on the ratio of your weight to your height, and we don't allow you to set weight goals below a certain ratio.*The Mifflin St. Jeor equation is considered to be the best estimation of calorie needs compared to other equations, being able to get within 10% of your actual energy needs on average. [H3] Can I track weight, workouts, water, or intermittent fasting? Yes! The best thing about MyFitnessPal is that it's an all-in-one app. You don't need a separate intermittent fasting app, or different apps for water tracking, weight tracking, or fitness tracking.All MyFitnessPal members can track their weight goals, exercise, and water intake alongside calories and nutrition. MyFitnessPal Premium members have many additional features, including our NEW Intermittent Fasting Tracker. Learn more about Premium and try it free.If you do use other apps and fitness devices as part of your overall health and wellness goals, more than 35 apps and fitness devices connect to MyFitnessPal. Automatically sync your steps, calorie burn, weight, and even sleep! Connect to Apple Watch, Fitbit, Garmin, Samsung Health, Google Fit, Health Connect, smart scales, and many more. [H2] From our experts [IMG: Person leaning on a window holding a mug in one hand and using their phone in the other.] [H3] Essential Guide to Food Logging Whether your goal is to lose weight, build strength, perform at your peak or improve your overall health, keeping an accurate food journal of what you eat and drink is essential. It provides valuable insight into your nutrition habits, so you can see trends and make adjustments as needed.Read more on MyFitnessPal blog › [IMG: Woman seated at a restaurant sips from a mug while looking at her phone.] [H3] 11 Things You’ll Learn Using MyFitnessPal There’s no easier way to track your food, activity, steps, water, weight and measurements than MyFitnessPal. That’s why more than 200 million people use the app to to achieve their health and fitness goals.Read more on MyFitnessPal blog › [IMG: Overhead view of a bowl filled with sweet potato, quinoa, cabbage, chickpeas, beets, and greens, with half an avocado and a fork lying to the side.] [H3] Essential Guide to Healthy Eating When you start learning more about nutrition, it can seem overwhelming. For people who are interested, there is definitely a lot to learn and explore, but, in the end, basic nutrition is quite simple. It’s so simple, in fact, that we know you can eat better by focusing on these eight things.Read more on MyFitnessPal blog › [H2] About MyFitnessPal MyFitnessPal is one of the best weight loss apps and fitness apps, helping nearly 1 million members reach their nutrition and fitness goals every year. Members use it as a calories tracker and calorie counter to log their foods, and take advantage of the app’s food database that contains over 20 million foods. It’s not just a free calorie counter app — it’s also the best calorie counter app for people who are looking to take back control of their health and fitness.Start Today
SUB-PAGE · THIN (https://myfitnesspal.com/account/create/welcome/) Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal
Welcome to [IMG: A person smiling and stretching behind an image of a weekly protein progress chart.] Ready for some wins? Start tracking, it’s easy! [IMG: The MyFitnessPal home screen dashboard with today’s calorie and exercise progress.] Discover the impact of your food and fitness [IMG: Grain bowl with tofu, carrots, avocado, kale, and onions, along with a chart of the macro totals for this meal, which indicate 32g of protein, 20g of fat, and 57g of carbohydrates.] And make mindful eating a habit for lifeContinue
SUB-PAGE (https://myfitnesspal.com/premium/) Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal
FeaturesPricingCompare Premium [H2] BEST VALUE [H1] Go further, faster with Premium+ Customized weekly meal plans, faster logging, deeper insights—all in one place.Start Free Trial [IMG: View of the meal planning tool in the MyFitnessPal app, with features to create a meal plan, customize a meal plan, and see today’s meals. For example, a bowl of yogurt, granola, and almond butter for breakfast and a chickpea taco with avocado and lime for lunch.] Every step of your journey, simplified.No more guessing what to eat for your goals—and no more stress logging it. [IMG: Three colorful plated meals labeled breakfast, lunch, and dinner, showcasing a Premium+ Meal Planner with vibrant ingredients like avocado and corn.] Premium+ Meal PlannerSave time and hit your goals with planned meals you’ll love to eat, week after week. [IMG: Screenshot of a grocery list with items like bananas and steak, showing how meal plans sync with grocery delivery apps.] Grocery app syncingGenerate shopping lists from your meal plan that can sync with grocery delivery apps. [IMG: Collage of four healthy meals including salads with fresh vegetables, highlighting variety in recipe options.] 1,500+ tasty recipesNever get bored with tons of recipes for every taste, goal, lifestyle, and meal of the day. [IMG: A phone scanning the barcode of a packed food, taken from the point of view of the user.] Easy barcode scanningLog food faster and more easily by scanning the barcode on the package. [IMG: A close-up of a bowl of cereal containing oats, grains, sliced bananas, strawberries, and almonds. Two white concentric squares are overlaid on the image, representing the meal scan feature.] Log meals with a photoMeal Scan lets you log your whole meal in a flash. Just point, scan, and go. [IMG: Smiling woman speaking into a phone with soundwave graphics, representing voice-based food logging.] Voice loggingToo much typing? Speak your foods and portion sizes for quick and easy logging!Start Free TrialPremium [IMG: Premium Plus Icon] Better for youand your budgetDitch the takeout and reduce food waste. Win-win!Choose your planAnnual PlanSave67%£6.67/mo.£79.99 billed annually [IMG: plan includes] Custom meal planner [IMG: plan includes] 1,500+ tasty recipes [IMG: plan includes] Budget-friendly options [IMG: plan includes] Automated grocery listsPlus: The full MyFitnessPal logging and tracking experience!Start Free TrialMonthly Plan£19.99/mo. billed monthly [IMG: plan includes] Custom meal planner [IMG: plan includes] 1,500+ tasty recipes [IMG: plan includes] Budget-friendly options [IMG: plan includes] Automated grocery listsPlus: The full MyFitnessPal logging and tracking experience!Start Free TrialDon't need help with meal planning?Check out our Premium plan, designed to help you log faster and stay on top of your nutrition goals with ease.See Premium plan [H3] Compare Premium vs Premium+ [H2] Reach your goals with all the benefits of Premium+ for just ~£0.22 per day. Billed annuallyPremiumPremium+Annual price£64.99£5.42/mo£79.99£6.67/moMeal planner1,500+ tasty, goal-friendly recipesGrocery app delivery syncingAutomated ingredient listsRecipe and grocery list sharingAutomatic meal plan loggingTime and budget-friendly optionsAd-free logging experienceBarcode scan and meal scanVoice logging and multi-day loggingCustom macros and goalsIntermittent fasting trackerDownload progress reportsPriority customer supportStart Free TrialQ&A [H3] Can I try Premium+ for free first? Yes! If you've never used MyFitnessPal or if you've never redeemed a trial before, you are eligible for a 7-day free trial. Start your free trial now.The first Premium+ subscription charge on your credit card will take place at the end of your trial unless you cancel before then. You may cancel in the Settings menu, in the App Store or in Google Play, depending on where you signed up.Once the trial ends, your subscription will auto-renew unless you cancel. Cancel before the next renewal date to avoid being charged for the upcoming billing cycle. If you purchased a monthly subscription, you will be charged every month. If you purchased an annual subscription, you will be charged every year.You may cancel your recurring subscription at any time. When you cancel, you are canceling the next billing charge—Premium+ features will remain available to you until the end of your current paid subscription period. [H3] Can I easily log meals from my plan in MyFitnessPal? Yes! Meal Planner was specifically designed to fit seamlessly into the MyFitnessPal experience. You can easily log your planned meals to your MyFitnessPal food diary to keep track of your daily macros and calories. [H3] What types of diets does Meal Planner support? We offer meal plans based on 10 different diet preferences including: low-carb, vegetarian, paleo, balanced, pescatarian, flexitarian, keto, Mediterranean, whole-food focus, and vegan. [H3] In which countries is Meal Planner available? Meal Planner is currently available in the following countries: United States, United Kingdom, Canada, Ireland, New Zealand, and Australia. Integrations with grocery apps are currently available in the U.S. only. [H3] Where can I find Meal Planner? You can find Meal Planner by downloading the MyFitnessPal app and heading to the "Plan" tab at the bottom of your home screen. [H3] What grocery apps connect to Meal Planner? MyFitnessPal Premium+ users in certain countries may be able to sync their Meal Planner grocery list to one or more of the following shopping apps:iOS: Instacart, Walmart, Kroger, Amazon Fresh, Whole FoodsAndroid: Instacart, WalmartWe will update this list as more grocery integrations become available.Start Free Trial
SUB-PAGE · THIN (https://myfitnesspal.com/account/login/) Free Calorie Counter, Diet & Exercise Journal | MyFitnessPal
[H1] Member Login
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
| Page | Reviews | Proof links |
|---|---|---|
| / (home) | 106 | 1 |
| /account/create/welcome/ | 86 | 0 |
| /premium/ | 86 | 1 |
| /account/login/ | 86 | 1 |
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Your Diagnosis
Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.
Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)
These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.
Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.
Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.
Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.
Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.
Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.
Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.
Based on 558 businesses audited.
MyFitnessPal has 5.3 points less BS than the average for Fitness, Gyms & Sports Clubs.
Fitness, Gyms & Sports Clubs BS: MyFitnessPal (myfitnesspal.com)
MyFitnessPal is a substance-heavy platform that is technically sound but socially unverified. It avoids most marketing fluff through specific technical definitions but hides its experts behind a corporate veil. The score reflects a legitimate product that over-relies on its own massive scale as a substitute for verifiable authority and schema transparency.
First, implement Organization and Person schema to define the entity and its experts. Second, add verifiable links (such as to the App Store or Trustpilot) for the testimonials featured in the proof section. Third, name the specific nutritionists or experts contributing to the blog guides and link to their credentials. Finally, include at least one external link to a peer-reviewed study or third-party audit that supports the efficacy of the app’s methodology.
The site is a highly accurate match for the digital fitness and nutrition category. It focuses extensively on calorie tracking, BMR calculation, and macro management, delivering on the technical expectations of a health-tech platform.
“The score of 31 is driven by the Identity and Authority pillar and the Trust and Proof pillar. The lack of structured data and named experts prevents a lower score, despite the site's high information density and lack of semantic drift. The Trust and Proof score was penalized due to the high volume of claims relative to the low number of outbound verification links.”
This training module utilizes a snapshot of public data from MyFitnessPal, captured on May 24, 2026, to demonstrate how machine logic evaluates different types of business narratives.
Purpose: This data is presented under “Fair Use” / “Educational Exception” for the purpose of forensic semantic analysis, allowing users to compare human intuition against machine-generated evaluations.
Notice to MyFitnessPal: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results provided by 1EuroSEO are intended as professional feedback to help improve any website’s machine-readability and authority signals. The 1EuroSEO BS Detection Tool is a free tool, and anyone can test any company to see how their content is interpreted by AI models.
Any company can use the insights for free and improve its voice by comparing it to industry clichés or competitors. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.
To all users: You are encouraged to visit the live site at https://myfitnesspal.com to view the most current version of its content and learn from the source what this company is about and what it offers.