habit-aiTrack nutrition, meals, water, weight, steps, meditation, and journal entries via the Habit AI API — a completely free service. Use when logging food, checki...
Install via ClawdBot CLI:
clawdbot install habitclaw/habit-aiGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://habitapp.ai/api/v1/meals/upload-imageCalls external URL not in known-safe list
https://habitapp.aiUses known external API (expected, informational)
googleapis.comAI Analysis
The skill's primary external API (habitapp.ai) is documented and consistent with its stated purpose of health tracking. The 'UNKNOWN_DATA_SINK' signal for an undocumented upload endpoint is concerning but appears to be a legitimate, if poorly documented, part of the service's own API, not a clear exfiltration to a third party. No credential harvesting, hidden instructions, or obfuscation were found.
Generated Mar 20, 2026
A mobile app that uses the Habit AI API to log meals and track nutrition, offering AI coaching for dietary goals. Users can upload food photos or describe meals, and the app analyzes ingredients to provide health scores and sensitivity alerts based on their profile, helping them make informed eating choices.
A platform for companies to integrate Habit AI into employee wellness programs, tracking steps, water intake, and meditation. It logs data via the API to monitor health metrics, offering AI mindfulness coaching to reduce stress and improve productivity in the workplace.
A fitness app that combines workout tracking with Habit AI's meal logging and nutrition analysis. Users input meals via descriptions or photos, and the app calculates calories and macronutrients, providing weekly nutrition reports and AI eating coaching to align with fitness goals.
A digital journaling app that uses Habit AI's API to log meditation sessions and journal entries, with AI mindfulness and meditation coaches offering personalized advice. It helps users track mental well-being over time, integrating with other health metrics for holistic care.
A smart device or app that analyzes food from kitchen cameras or user inputs, using Habit AI to log meals and track nutrition. It provides real-time health scores and sensitivity warnings, helping users plan balanced meals and reduce food waste through detailed ingredient tracking.
Offer a free basic version with core tracking features via the free Habit AI API, then charge for premium analytics, advanced AI coaching, or integration with other health apps. Revenue comes from monthly subscriptions, targeting health-conscious consumers and fitness enthusiasts.
License the integration of Habit AI's API to healthcare providers, clinics, or insurance companies for patient monitoring and wellness programs. Revenue is generated through licensing fees or per-user charges, leveraging the API's free base to reduce costs for partners.
Collect anonymized user data from Habit AI logs to provide aggregated insights to food brands, research institutions, or public health organizations. Revenue comes from selling reports or access to trends in nutrition and health behaviors, while ensuring user privacy.
💬 Integration Tip
Ensure accurate meal analysis by first fetching the user's profile for sensitivities, then construct JSON with all required fields like healthScoreExplanation to avoid display issues in the app.
Scored Apr 19, 2026
Audited Apr 16, 2026 · audit v1.0
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