Mobile App Scope Audit Lite — MVP Build Checklist

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    Mobile MVP scope audit from brief/flows: must-have vs later, platform/data/auth risks, first-build checklist. Impulse pack for agency scoping — no invented timelines or ROI claims.

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    Mobile App Scope Audit Lite — MVP Build Checklist

    Example session with this skill installed

    Audit this brief: A Flutter app for dog walkers. Features: GPS tracking, Stripe payments, chat, admin panel, and an AI puppy health scanner. Targeting iOS and Android. No wireframes yet.

    • Read your context and instructions
    • Compiled the mobile app scope
    • Generated the data export

    I have audited the dog walker app brief. The analysis highlights significant scope risks regarding the admin panel and the AI integration relative to a standard MVP.

    Mobile scope audit: PawsTrack (Dog Walker MVP)

    Platforms / stack notes: Flutter (iOS & Android)
    Stated goal: Connect dog walkers with owners via GPS-tracked walks and integrated payments.
    Evidence reviewed: Initial feature list (GPS, Stripe, Chat, Admin, AI Scanner).
    Generated: 2023-10-27 · Draft for human verification

    Executive summary

    • The core marketplace loop (Booking -> GPS Walk -> Payment) is well-defined.
    • Biggest Risk: The "AI puppy health scanner" and "Admin panel" represent significant scope creep for a V1.
    • Recommended slice: Focus on the walker-to-owner booking and real-time GPS tracking.

    MVP boundary

    Feature / flowMVP?WhyDependency / risk
    GPS Real-time TrackingYesCore value prop for trustBackground location permissions
    Stripe IntegrationYesNecessary for platform revenueKYC verification for walkers
    In-app ChatYesCoordinationFirebase/Ably cost & socket logic
    AI Health ScannerLaterHigh R&D cost; not core to walkingModel accuracy & API latency
    Full Admin PanelLaterUse DB scripts/Retool for V1Dev overhead for custom UI

    Findings

    IDPriorityAreaEvidenceImpact / riskRecommended fix
    F-01P0PlatformBackground GPSApp Store "Purpose" rejectionDefine clear background usage UI
    F-02P1ScopeAdmin Panel30% increase in dev timeUse Retool or direct DB access
    F-03P2DataHealth ScannerMarketing distractionMove to Phase 2/Post-launch

    First build slice

    1. Setup Flutter environment with Geolocator and Google Maps.
    2. Implement Firebase Auth and Walker/Owner profiles.
    3. Build the "Start Walk" trigger with background location logging.

    Acceptance checks

    • User can view walker's real-time position on a map.
    • Payment is captured via Stripe pre-auth when walk starts.
    • App handles "Always Allow" location permission prompts correctly.

    Next steps

    1. Confirm if "Admin Panel" needs custom UI or if a spreadsheet/Retool export suffices.
    2. Define the specific metrics for the "AI Scanner" to determine if a 3rd party API exists.
    3. Draft the privacy policy specifically for background location usage.

    mobile-app-scope-audit-lite-mvp-build-ch.csv

    CSV · data export

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Define hard MVP boundaries to prevent project scope creep.Identify platform-specific risks for iOS and Android deployments.Generate developer-ready acceptance checklists from product ideas.Flag missing technical requirements in client-provided wireframes.

    About this skill

    Translating a vague mobile app idea into a technical scope is a bottleneck for every freelancer and agency. This skill audits your product brief, wireframes, or feature lists to draw a hard line between MVP must-haves and scope creep. It identifies platform-specific risks for iOS, Android, Flutter, and React Native before you write a single line of code.

    What it does

    • MVP prioritization categorizes features into must-haves versus later phases with technical rationale.
    • Platform analysis flags implications for push notifications, background tasks, and store policies.
    • Risk identification highlights common timeline-killers like multi-role auth, offline sync, and real-time data.
    • Gap detection explicitly marks missing evidence in your brief to prevent development assumptions.
    • Audit reporting generates a structured findings report with P0-P2 priority levels and acceptance checklists.

    How it works

    1. Provide your product brief, feature list, or Figma links to the agent.
    2. The agent analyzes the stack preferences (Native, Flutter, or React Native) and target platforms.
    3. It generates a structured audit report focusing on technical feasibility and scope boundaries.

    Frameworks & tools

    Works with technical briefs for iOS (Swift), Android (Kotlin), Flutter, and React Native. Ideal for projects involving Firebase, Supabase, Stripe, or custom REST APIs.

    Why this beats prompting it yourself

    Generic prompts often hallucinate timelines or offer "yes-man" feedback. This skill enforces strict evidence-based auditing, forcing the AI to flag what is missing rather than guessing, which prevents expensive mid-project pivots.

    Use cases

    • Pre-sales technical discovery to quickly validate a lead's feature wishlist against their budget.
    • Project kickoff audits to ensure developers and stakeholders agree on the MVP boundary.
    • Refining user flows by identifying missing edge cases in existing wireframes.

    Known limitations

    Does not provide fixed cost estimates, calendar dates, or App Store approval guarantees. Requires a baseline product description to function.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

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