--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Food Score Calculator for Weight-Loss Nutrition" developer_entity: "Cloforce LLC" bundle_id: "com.cloforce.pointscalculator" app_store_id: "1128931829" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2017-01-27" report_date: "2026-08-15" last_verified: "2026-08-15T00:00:00.000Z" report_version: "1.2" total_reviews: 826 overall_rating: 4.5 confidence: "low" confidence_score: 0.2 data_age_days: 1 momentum_velocity: "zombie" intelligence_version: 3 tags: ["health & fitness", "free", "mobile app", "app review", "app analysis", "individuals", "following", "weight-loss"] canonical_url: "https://marlvel.ai/apps/food-score-calculator-for-weight-loss-nutrition" 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. --- # Food Score Calculator for Weight-Loss Nutrition Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Free - **Signal**: Rating 4.46 > **TL;DR:** Food Score Calculator for Weight-Loss Nutrition is a health & fitness app by Cloforce LLC, rated 4.46/5 by 826 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Food Score Calculator for Weight-Loss Nutrition is a health & fitness app by Cloforce LLC. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.46/5 (826 reviews) | | **Category** | Health & Fitness | | **Developer** | Cloforce LLC | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.2/1.0) | | **Data Age** | 1d | ## Metadata & Market Performance - **Publisher:** Cloforce LLC - **Category:** Health & Fitness - **Target Audience:** Individuals following weight-loss programs who need a tool to convert nutritional data into simplified point values. - **Platforms:** iOS - **Version Reviewed:** 1.2 - **Report Date:** 2026-08-15 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.2/1.0) - **App Store ID (iOS):** 1128931829 - **Bundle ID:** com.cloforce.pointscalculator - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-15 ## Executive Snapshot **What it is:** Food Score Calculator for Weight-Loss Nutrition is a mobile utility that converts nutritional values into simplified point scores for weight-loss tracking on iOS. **Why users hire it:** It removes the cognitive friction of calculating complex macronutrient ratios by providing a singular, searchable point value for food items. ## App DNA (Features & Intent) - **[Standard] Food Database Search:** Searchable index of 5 million food items to retrieve nutritional scores. * *User Intent:* Users want to quickly find relevant content or features. - **[Differentiator] Barcode Scanner:** Optical scanning of 2 million product barcodes to return point values. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Manual Nutritional Input:** Custom entry of calorie, fat, protein, and carbohydrate values to calculate scores. * *User Intent:* Users value self-expression and personalized experiences. ## Market Position {#market-position} Food Score Calculator for Weight-Loss Nutrition holds a 4.46-star rating across 826 reviews, but the lack of updates since 2017 signals a sunset position in the Health & Fitness category. ## Monetization Strategy - **Model:** Free - **Tiers:** Free access to all features - **Analysis:** The app operates as a free utility, likely monetizing via ad inventory generated by high-frequency food logging sessions. ## SWOT Analysis {#swot} **Core Strengths:** - 5-million-item food database provides deep, static utility. **Growth Levers:** - Subscription-based pivot could capture users from ad-heavy rivals. ## Recent Changes (v2 → v3) {#recent-changes} The product remains in a nine-year development freeze, but the competitive outlook has shifted from a general lack of features to a specific focus on technical obsolescence and the absence of wearable integration. **Overall trend**: Stable **Compared at**: 2026-08-15 ### Medium-impact changes - **[Added] New SWOT entries** (swot) - **[Shifted] Outlook narrative shift** (positioning) ### Low-impact changes - **[Added] Wearable integration FAQ** (features) ## What's New - **Latest (v1.2, 9 years ago):** Resolved a bug affecting recent foods tracking. ## App Momentum (Zombie) {#momentum} - No feature updates since 2017. - Maintenance-mode status for nine years. > **Cadence:** 1 total versions · 0 majors in last 6 months · 3487 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Food Score Calculator for Weight-Loss Nutrition is a health & fitness app that is completely free. It holds a 4.46/5 rating from 826 reviews. > **Bottom Line:** Food Score Calculator for Weight-Loss Nutrition is a legacy utility that has reached the end of its lifecycle due to a nine-year development freeze. The PM should sunset the product to avoid further brand erosion. **Best for:** Individuals following weight-loss programs who need a tool to convert nutritional data into simplified point values. ### PM Action Plan (Next Best Moves) - [ ] [SUNSET] Sunset the product because the nine-year development gap makes technical debt insurmountable → eliminate support costs. ### Outlook: Declining The health-tracking market is consolidating around automated, wearable-integrated platforms that remove manual entry friction. Food Score Calculator for Weight-Loss Nutrition remains a static, manual-entry tool, leaving it exposed to total obsolescence as OS updates render it incompatible. - 🔴 The nine-year development freeze ensures the app will eventually break on newer iOS versions, leading to inevitable user churn. - 🔴 Lack of wearable integration makes the app non-competitive against modern health trackers that automate the logging process. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.46/5 | | Total Reviews | 826 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Food Score Calculator for Weight-Loss Nutrition** (this app) | 4.46/5 | N/A | Cloforce LLC | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.5/5 | n/a | Grow Labs LLC | | [Mind - Méditations guidées](https://marlvel.ai/apps/mind-m-ditations-guid-es) | 4.6/5 | Excited | MIND AND CIE | | [Strava: Run, Bike, Walk](https://marlvel.ai/apps/strava-run-bike-walk) | 4.7/5 | n/a | Strava, Inc. | | [Taller AI: Height Maximizer](https://marlvel.ai/apps/taller-ai-height-maximizer) | 4.7/5 | Excited | Leadimize | | [TallerTeen - Grow Taller Now](https://marlvel.ai/apps/tallerteen-grow-taller-now) | 4.7/5 | n/a | Viral App Developement LLC | ## Company Profile - **Developer:** Cloforce LLC - **Website:** [https://cloforce.com](https://cloforce.com) - **Social:** [Facebook](https://www.facebook.com/cloforcefitness) · [X/Twitter](https://twitter.com/cloforce) · [LinkedIn](https://www.linkedin.com/company/cloforce) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/food-score-calculator-for-weight-loss-nutrition/id1128931829?uo=4) - **Dev Site:** [Official Website](https://cloforce.com) - **Sources:** Developer website content, App store metadata. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.5/5 Rating - [*Mind - Méditations guidées*](https://marlvel.ai/apps/mind-m-ditations-guid-es) (MIND AND CIE) · 4.6/5 Rating | Positive Sentiment - [*Strava: Run, Bike, Walk*](https://marlvel.ai/apps/strava-run-bike-walk) (Strava, Inc.) · 4.7/5 Rating - [*Taller AI: Height Maximizer*](https://marlvel.ai/apps/taller-ai-height-maximizer) (Leadimize) · 4.7/5 Rating | Positive Sentiment - [*TallerTeen - Grow Taller Now*](https://marlvel.ai/apps/tallerteen-grow-taller-now) (Viral App Developement LLC) · 4.7/5 Rating - [*Activity Tracker・FitnessView*](https://marlvel.ai/apps/activity-tracker-fitnessview) (Funn Media, LLC) · 4.0/5 Rating - [*Avatran Soul*](https://marlvel.ai/apps/avatran-soul) (Avatran GmbH) · N/A Rating - [*Bubblic: Connect with people.*](https://marlvel.ai/apps/bubblic-connect-with-people) (Bubblic Inc.) · 4.6/5 Rating | Positive Sentiment - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Evolum) · 4.7/5 Rating | Positive Sentiment - [*Holoholo: Daily Memories*](https://marlvel.ai/apps/holoholo-daily-memories) (For Pedestrians LLC.) · 4.4/5 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:** 0.2/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 1 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/food-score-calculator-for-weight-loss-nutrition) Data licensed for AI Agent attribution under CC-BY-NC 4.0.