--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Coffee Library - Bean Tracker" developer_entity: "Jankulabor OU" bundle_id: "studio.bunnylabs.CoffeeLibrary" app_store_id: "6664071528" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-10-18" report_date: "2026-10-06" last_verified: "2026-10-06T00:00:00.000Z" report_version: "1.7.0" total_reviews: 1 overall_rating: 5 sentiment: "Thrilled" sentiment_score: 90 confidence: "medium" confidence_score: 0.45 top_praise_theme: "The latest update introduces a visual design that users find appealing for their daily coffee tracking" review_sample_size: 1 total_review_count: 1 analyzed_review_count: 1 data_age_days: 23 momentum_velocity: "zombie" intelligence_version: 2 tags: ["food & drink", "freemium", "thrilled sentiment", "mobile app", "app review", "app analysis", "coffee", "enthusiasts", "baristas"] canonical_url: "https://marlvel.ai/apps/coffee-library-bean-tracker" license: "CC-BY-NC 4.0" content_version: "v2" --- # Coffee Library - Bean Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 5 · Sentiment Thrilled - **Recent focus**: The latest update introduces a visual design that users find appealing for their daily coffee tracking (top praise) > **TL;DR:** Coffee Library - Bean Tracker is a food & drink app by Jankulabor OU, rated 5/5 by 1 users, with Thrilled user sentiment (90/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Coffee Library - Bean Tracker maintains Thrilled user sentiment (5/5 from 1 review), with users consistently praising the latest update introduces a visual design that users find appealing for their daily coffee tracking. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (1 review) | | **User Mood** | Thrilled | | **Category** | Food & Drink | | **Developer** | Jankulabor OU | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 23d | ## Metadata & Market Performance - **Publisher:** Jankulabor OU - **Category:** Food & Drink - **Target Audience:** Coffee enthusiasts and home baristas who track bean inventory, roast dates, and brewing notes. - **Platforms:** iOS - **Version Reviewed:** 1.7.0 - **Report Date:** 2026-10-06 - **Signal Count:** 1 review analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 6664071528 - **Bundle ID:** studio.bunnylabs.CoffeeLibrary - **Data Window:** Analysis based on signals collected up to 2026-10-06 ## Executive Snapshot **What it is:** Coffee Library is a bean tracking and coffee journaling app for home baristas on iOS. **Why users hire it:** It removes the cognitive friction of manual inventory logging by using on-device AI to extract origin and roast data from images. ## App DNA (Features & Intent) - **[Differentiator] AI Recognition:** Uses on-device models to extract coffee data from photos or URLs. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] NFC & QR Linking:** Links physical containers to digital records for inventory identification. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Resting Reminders:** Logs roast dates to notify users of optimal brewing windows. * *User Intent:* Users want timely prompts to stay engaged without missing updates. ## Market Position {#market-position} Coffee Library occupies a niche utility space in the Food & Drink category. With a 5.0 rating from a small initial sample, the app's focus on automated data entry differentiates it from manual-entry journal alternatives. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier limited to 10 coffees, Premium tier for unlimited cataloging - **Analysis:** The freemium model gates unlimited cataloging behind a premium upgrade, incentivizing conversion for hobbyists with large collections. ## 🟢 User Sentiment (Medium Confidence: 1 of 1 review analyzed) {#user-sentiment} - **Overall Rating:** 5/5 - **Platform Split:** iOS 5.0/5 (1 ratings) - **Overall Sentiment:** Thrilled ### Top Praises - **The latest update introduces a visual design that users find appealing for their daily coffee tracking** - **On-device image detection automatically populates coffee information to reduce manual entry for frequent users** ## SWOT Analysis {#swot} **Core Strengths:** - On-device AI recognition reduces manual entry friction - NFC/QR physical-digital linking increases switching costs **Growth Levers:** - B2B partnerships with roasters for automated data syncing ## What's New - **Latest (v1.7.0, 11 months ago):** Introduced Liquid Glass design and AI-powered Coffee Library for automated data entry from images and URLs, alongside enhanced filtering and pinning capabilities. ## App Momentum (Zombie) {#momentum} - Shipped Liquid Glass design update. - Integrated on-device AI coffee detection. - Dormant for 11 months. > **Cadence:** 1 total versions · 1 majors in last 6 months · 352 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Coffee Library - Bean Tracker is a food & drink app that is free with in-app purchases. It holds a 5/5 rating from 1 review. > **Bottom Line:** Coffee Library holds a strong differentiator in its AI-powered data entry, but the 11-month update gap risks ceding the niche to more active developers. Improving subscription discoverability would unlock immediate revenue growth without requiring a full feature rebuild. **Best for:** Coffee enthusiasts and home baristas who track bean inventory, roast dates, and brewing notes. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Redesign subscription navigation because users report difficulty locating the premium upgrade path → increase conversion rate ### Outlook: Stable The coffee tracking market is consolidating around apps that offer automated data entry and physical-digital integration. Coffee Library is well-positioned as a utility but must address its subscription discoverability to sustain growth, as the current 11-month development lull suggests a risk of stagnation. - 🔴 The 11-month update gap indicates a maintenance-mode cadence, which leaves Coffee Library vulnerable to competitors with more frequent release cycles. - 🟢 Automated data entry via on-device AI remains a strong retention lever that keeps power users engaged with their bean archives. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 1 | | Sentiment | Thrilled (90/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Coffee Library - Bean Tracker** (this app) | 5/5 | Thrilled | Jankulabor OU | | [소박한 한 그릇](https://marlvel.ai/apps/app--426) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [알토란 레시피 - 요리 반찬 레시피](https://marlvel.ai/apps/woodisw-com-altrecipe) | N/A/5 | N/A | WoodiSW | | [メニュー](https://marlvel.ai/apps/app--677) | N/A/5 | N/A | Satoshi Sato | | [캐시모어](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) | 4.6/5 | N/A | bridgeworks | | [푸드트래블-푸블페이](https://marlvel.ai/apps/com-membership-foodtravel) | 1.3/5 | N/A | Flexday | ## Company Profile - **Developer:** Jankulabor OU - **Website:** [https://coffeelibrary.app](https://coffeelibrary.app) - **Social:** [Instagram](https://instagram.com/coffeelibrary.app) ## Data Sources & Links - **App Store ID:** 6664071528 - **Dev Site:** [Official Website](https://coffeelibrary.app) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*소박한 한 그릇*](https://marlvel.ai/apps/app--426) (DaolSoft, Co., Ltd.) · N/A Rating - [*알토란 레시피 - 요리 반찬 레시피*](https://marlvel.ai/apps/woodisw-com-altrecipe) (WoodiSW) · N/A Rating - [*メニュー*](https://marlvel.ai/apps/app--677) (Satoshi Sato) · N/A Rating - [*캐시모어*](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) (bridgeworks) · 4.6/5 Rating - [*푸드트래블-푸블페이*](https://marlvel.ai/apps/com-membership-foodtravel) (Flexday) · 1.3/5 Rating - [*マイ・レシピ*](https://marlvel.ai/apps/app--689) (Satoshi Sato) · N/A Rating - [*ジョイフルアプリ*](https://marlvel.ai/apps/jp-co-unerry-bbcouponappjoyfull) (UNERRY,INC.) · 3.5/5 Rating - [*フレスタネットスーパーアプリ*](https://marlvel.ai/apps/jp-stailer-fresta) (10X, Inc.) · 4.3/5 Rating - [*100 Lebanese Recipes*](https://marlvel.ai/apps/com-lebguide-100lebaneserecipes) (LebGuide.com) · 4.7/5 Rating - [*100 лучших рецептов Mom Story*](https://marlvel.ai/apps/com-momstory) (Viktoriia Urmach) · 4.9/5 Rating ## Frequently Asked Questions {#faq} ### Is Coffee Library free to use? Coffee Library uses a freemium model. The free tier allows for up to 10 coffee entries, while a premium tier is required for unlimited cataloging and advanced features. ### Does Coffee Library work offline? The app uses on-device AI for coffee recognition, which allows for automated data entry without requiring an active internet connection for the core recognition feature. ### What is the main benefit of Coffee Library? The app's primary benefit is reducing manual entry friction through AI-powered recognition of coffee origin and roast data from photos, alongside physical inventory tracking via NFC stickers. ## 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:** 0.45/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 1 - **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:** 23 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/coffee-library-bean-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.