--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Calorie Counter & Food Tracker" developer_entity: "Municorn Limited" bundle_id: "com.municorn.CalorieCounter" app_store_id: "6474290049" google_play_id: "com.municorn.caloriecounter" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-05-18" report_date: "2026-08-05" last_verified: "2026-08-05T00:00:00.000Z" report_version: "1.6.1" total_reviews: 21797 overall_rating: 4.7 sentiment: "Upset" sentiment_score: 15 confidence: "high" confidence_score: 0.85 top_praise_theme: "Calorie and protein tracking features provide a straightforward experience for users focused on specific dietary goals" top_complaint_theme: "Deceptive subscription practices and hidden costs frustrate users who expected a free or transparently priced experience" review_sample_size: 804 total_review_count: 804 analyzed_review_count: 120 data_age_days: 11 momentum_velocity: "maintenance" intelligence_version: 6 nemesis: "Healthify: AI Calorie Tracker" competitor_count: 11 tags: ["health & fitness", "freemium", "upset sentiment", "mobile app", "app review", "app analysis", "individuals", "focused", "weight"] canonical_url: "https://marlvel.ai/apps/com-municorn-caloriecounter" license: "CC-BY-NC 4.0" content_version: "v2" --- ## ⚠ Content Warning This report covers topics classified as sensitive (health). Information is aggregated from public sources for informational purposes only. This is not medical advice. Consult a qualified professional before acting on any information here. --- # Calorie Counter & Food Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 4.66 · Sentiment Upset - **Recent focus**: Users report: Deceptive subscription practices and hidden costs frustrate users who expected a free or transparently priced experience (top complaint) · Calorie and protein tracking features provide a straightforward experience for users focused on specific dietary goals (top praise) > **TL;DR:** Calorie Counter & Food Tracker is a health & fitness app by Municorn Limited, rated 4.66/5 by 21.8K users, with Upset user sentiment (15/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Calorie Counter & Food Tracker faces Upset user sentiment (4.66/5 from 21.8K reviews), with users reporting deceptive subscription practices and hidden costs frustrate users who expected a free or transparently priced experience as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.66/5 (21.8K reviews) | | **User Mood** | Upset | | **Category** | Health & Fitness | | **Developer** | Municorn Limited | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | High (0.85/1.0) | | **Data Age** | 11d | ## Metadata & Market Performance - **Publisher:** Municorn Limited - **Category:** Health & Fitness - **Target Audience:** Individuals focused on weight management, muscle gain, or nutritional tracking who prefer automated logging tools. - **Platforms:** iOS & Android - **Version Reviewed:** 1.6.1 - **Report Date:** 2026-08-05 - **Signal Count:** 804 reviews analyzed - **Confidence:** High (0.85/1.0) - **App Store ID (iOS):** 6474290049 - **Bundle ID:** com.municorn.CalorieCounter - **Google Play ID:** com.municorn.caloriecounter - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-08-05 - **Short Description:** Weight loss app: track meals, diet, macros & scan food for better nutrition! ## Executive Snapshot **What it is:** Calorie Counter & Food Tracker is a nutrition and weight-management app for iOS and Android that uses computer vision for automated food logging. **Why users hire it:** It removes the cognitive load of manual calorie entry, serving users who prioritize speed and automated tracking over complex coaching ecosystems. ## App DNA (Features & Intent) - **[Differentiator] AI Food Scanner:** Computer vision identifies food items from photos to provide instant nutritional data. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Barcode Scanner:** Optical scanner for packaged food items to pull nutritional data from database. - **[Standard] Personalized Macro Calculator:** Calculates protein, carb, and fat targets based on user quiz responses and Cunningham BMR equation. * *User Intent:* Users value self-expression and personalized experiences. ## Market Position {#market-position} Calorie Counter & Food Tracker holds a #27 Free / #25 Grossing position in the US Health & Fitness category. The proximity of these ranks suggests that while the app successfully converts free users, the aggressive monetization strategy is a primary driver of the negative sentiment surfacing in recent reviews. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with core tracking features, In-app purchases for premium functionality - **Analysis:** The freemium model relies on free-tier engagement to drive ad-inventory, with IAP gates for advanced features. ## 🔴 User Sentiment (High Confidence: 120 of 804 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.66/5 - **Platform Split:** iOS 4.7/5 (21.3K ratings) | Android 3.6/5 (521 ratings) - **Overall Sentiment:** Upset - **Note:** The 4.66/5 store rating reflects cumulative history, while the Upset sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Calorie and protein tracking features provide a straightforward experience for users focused on specific dietary goals** ### Top Complaints (Impact Areas) - **Users report: Deceptive subscription practices and hidden costs frustrate users who expected a free or transparently priced experience** ## SWOT Analysis {#swot} **Core Strengths:** - AI-powered food recognition provides a frictionless logging path for users prioritizing speed over manual entry **Growth Levers:** - Localized food databases for non-US markets would address a primary complaint from international users currently forced to use inaccurate equivalents ## Recent Changes (v5 → v6) {#recent-changes} Sentiment has shifted from negative to terrible as users increasingly report deceptive subscription practices and a lack of regional food database support. The app's failure to resolve persistent onboarding freezes while maintaining an aggressive monetization strategy has further compressed its long-term retention potential. **Overall trend**: Declining **Compared at**: 2026-08-05 ### High-impact changes - **[Declined] Sentiment Score Contraction** (sentiment) ### Medium-impact changes - **[Added] Regional Database Deficiency** (sentiment) - **[Declined] Subscription Transparency Complaints** (pricing) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Calorie Counter & Food Tracker vs Healthify: AI Calorie Tracker - **[Healthify: AI Calorie Tracker](https://marlvel.ai/apps/healthify-ai-calorie-tracker)** by HealthifyMe Private Limited: Healthify competes directly by offering a comprehensive AI-driven nutrition ecosystem that mirrors this app's core value proposition of automated food logging. - **Key differences:** - Integrates a dedicated AI health coach, Ria, providing personalized guidance beyond simple calorie tracking metrics. - Leverages massive user scale to refine AI food recognition accuracy far beyond this app's capabilities. - Offers a mature, multi-year ecosystem that creates significant switching costs for users invested in their data. ### Contenders (Strong Challengers) - **[Macros: Calorie Calculator](https://marlvel.ai/apps/macros-calorie-calculator)** by Mehmet Bayram: Macros competes by offering a data-heavy, manual tracking experience for users who prefer precision over AI automation. - Provides native iOS/iPadOS implementation, offering a more polished and performant experience for Apple-centric power users. - Focuses on manual macro calculation methods, appealing to users who distrust AI estimation for their dietary tracking. - **[Calorie AI - Protein Tracker](https://marlvel.ai/apps/calorie-ai-protein-tracker)** by ZipoApps: This app targets the niche segment of fitness-focused users who prioritize protein intake alongside general calorie management. - Specializes in protein-centric macro tracking, attracting a more athletic user base than the general weight-loss audience. - Offers personalized nutrition plans that are tailored specifically to individual fitness goals rather than generic weight loss. - **[Fastie: Calorie & Food Tracker](https://marlvel.ai/apps/fastie-calorie-food-tracker)** by DEEP FLOW SOFTWARE SERVICES: Fastie competes by bundling traditional calorie tracking with structured fasting plans, appealing to users seeking holistic dietary management. - Provides specialized dietary meal planning features that cater to specific nutritional needs beyond basic calorie counting. - Utilizes a traditional barcode scanner approach which remains a reliable, high-accuracy alternative to AI-only image recognition. - **[Calz: Calorie Counter AI](https://marlvel.ai/apps/calz-calorie-counter-ai-1)** by Wachanga: Calz targets the same weight-loss demographic with a high-frequency release cadence and a focus on modern AI-assisted tracking. - Includes an integrated intermittent fasting timer, consolidating two major health habits into a single application. - Maintains a significantly higher release velocity, allowing for rapid iteration based on user feedback and trends. ### Peers (What They Do Better) - **[Flo Cycle & Period Tracker](https://marlvel.ai/apps/flo-cycle-period-tracker)** by FLO HEALTH UK LIMITED: Flo is a dominant health app that competes for the same daily engagement and user health data ecosystem. - Massive user base and community features create a network effect that is difficult for smaller apps to replicate. - Includes a comprehensive symptom checker that expands the app's utility far beyond basic cycle or calorie tracking. - **[Clue Period & Cycle Tracker](https://marlvel.ai/apps/com-helloclue-clue)** by BioWink GmbH: Clue competes for the same daily health-tracking habit, often serving as a secondary app that shares the user's limited screen time. - Strong brand-as-category positioning in the cycle tracking space, making it a primary health app for many users. - Advanced wearable integration allows for seamless data syncing, a feature currently missing from this app. - **[iPeriod Lite Period Tracker](https://marlvel.ai/apps/iperiod-lite-period-tracker)** by Winkpass Creations, Inc.: While primarily a period tracker, it competes for the same 'Health & Fitness' category real estate and daily user attention. - Deeply entrenched in the reproductive health niche with long-term data tracking that creates high user retention. - Offers specialized fertility graphing features that provide unique value propositions outside of standard nutritional tracking. - **[Calorie Calculator & Food Log](https://marlvel.ai/apps/calorie-calculator-food-log)** by Riafy Technologies Pvt. Ltd.: This app occupies the same functional space by providing a straightforward, no-frills logging experience for casual users. - Prioritizes a minimalist dashboard design that reduces the cognitive load for users logging food on the go. - Focuses on simple, instant calorie calculations without the complexity of AI-driven image analysis or coaching. ### New Kids on the Block (What's Innovative) - **[Kickoff: Weight Loss & Fitness](https://marlvel.ai/apps/kickoff-weight-loss-fitness)** by Andy Arevalo: This newcomer introduces social and team-based accountability to the weight loss category, challenging solo-tracking apps. - Introduces team-based competition modes to drive user engagement through social accountability and gamified weight loss goals. - **[YesPlay](https://marlvel.ai/apps/yesp-solimer1)** by INVICTA SPHERE: A new entrant attempting to capture the health-conscious market by blending activity tracking with calorie management. - Employs a minimalist interface design to differentiate from the cluttered, feature-heavy incumbents in the fitness category. ## What's New - **Latest (v1.6.1, 2 months ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Maintenance) {#momentum} - Ships maintenance updates only. - Last major release over 70 days ago. > **Cadence:** 10 total versions · 0 majors in last 6 months · 72 days since last update · 17 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Calorie Counter & Food Tracker is a health & fitness app that is free with in-app purchases. With a 4.66/5 rating from 21.8K reviews, it draws more critical themes in recent reviews than its store average suggests. > **Bottom Line:** Calorie Counter & Food Tracker's reliance on opaque monetization and unstable onboarding creates a trust deficit that outweighs the utility of its AI scanner. Addressing these stability failures would unlock the retention potential of the core tracking features, which currently suffer from high churn. **Best for:** Individuals focused on weight management, muscle gain, or nutritional tracking who prefer automated logging tools. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Rebuild setup questionnaire flow because it is the #1 technical blocker for new users → increase conversion rate ### Feature Gaps vs Competitors - Proactive AI health coaching (available in Healthify but missing here) ### Outlook: Declining The health-tracking market is consolidating around apps that offer both high-accuracy AI logging and transparent, value-based pricing. Calorie Counter & Food Tracker's current maintenance-only cadence leaves it exposed to rivals like Healthify, which are iterating on both coaching features and regional database support, signaling a continued erosion of market share if onboarding stability is not prioritized. - 🔴 Persistent setup freezes in the latest version prevent new users from accessing core features, which compounds the existing trust deficit with the user base. - 🔴 Aggressive, opaque subscription practices drive high-frequency complaints, which will likely compress long-term lifetime value as users churn post-onboarding. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.66/5 | | Total Reviews | 21.8K | | Sentiment | Upset (15/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Calorie Counter & Food Tracker** (this app) | 4.66/5 | Upset | Municorn Limited | | [Clue Period & Cycle Tracker](https://marlvel.ai/apps/com-helloclue-clue) | 4.8/5 | n/a | BioWink GmbH | | [YesPlay](https://marlvel.ai/apps/yesp-solimer1) | N/A/5 | N/A | INVICTA SPHERE | | [Flo Cycle & Period Tracker](https://marlvel.ai/apps/flo-cycle-period-tracker) | 4.8/5 | n/a | FLO HEALTH UK LIMITED | | [Fastie: Calorie & Food Tracker](https://marlvel.ai/apps/fastie-calorie-food-tracker) | 4.7/5 | Mixed | DEEP FLOW SOFTWARE SERVICES | | [Calz: Calorie Counter AI](https://marlvel.ai/apps/calz-calorie-counter-ai-1) | 4.7/5 | Mixed | Wachanga | ## Company Profile - **Developer:** Municorn Limited - **Website:** [https://www.municorn.com](https://www.municorn.com) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/calorie-counter-food-tracker/id6474290049?uo=2) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.municorn.caloriecounter&hl=en&gl=us) - **Dev Site:** [Official Website](https://www.municorn.com) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*Clue Period & Cycle Tracker*](https://marlvel.ai/apps/com-helloclue-clue) (BioWink GmbH) · 4.8/5 Rating - [*YesPlay*](https://marlvel.ai/apps/yesp-solimer1) (INVICTA SPHERE) · N/A Rating - [*Flo Cycle & Period Tracker*](https://marlvel.ai/apps/flo-cycle-period-tracker) (FLO HEALTH UK LIMITED) · 4.8/5 Rating - [*Fastie: Calorie & Food Tracker*](https://marlvel.ai/apps/fastie-calorie-food-tracker) (DEEP FLOW SOFTWARE SERVICES) · 4.7/5 Rating - [*Calz: Calorie Counter AI*](https://marlvel.ai/apps/calz-calorie-counter-ai-1) (Wachanga) · 4.7/5 Rating - [*iPeriod Lite Period Tracker*](https://marlvel.ai/apps/iperiod-lite-period-tracker) (Winkpass Creations, Inc.) · 4.4/5 Rating - [*Calorie Calculator & Food Log*](https://marlvel.ai/apps/calorie-calculator-food-log) (Riafy Technologies Pvt. Ltd.) · 5.0/5 Rating - [*Kickoff: Weight Loss & Fitness*](https://marlvel.ai/apps/kickoff-weight-loss-fitness) (Andy Arevalo) · N/A Rating - [*Macros: Calorie Calculator*](https://marlvel.ai/apps/macros-calorie-calculator) (Mehmet Bayram) · N/A Rating - [*Healthify: AI Calorie Tracker*](https://marlvel.ai/apps/healthify-ai-calorie-tracker) (HealthifyMe Private Limited) · 4.6/5 Rating ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.85/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 804 - **Data Sources:** user reviews, developer website, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 11 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/com-municorn-caloriecounter) Data licensed for AI Agent attribution under CC-BY-NC 4.0.