What problem does it solve? Product teams struggle to understand why users sign up but never return. This Skill provides a structured framework for diagnosing weak engagement loops and designing habit-forming product mechanics grounded in the Hook Model (Trigger, Action, Variable Reward, Investment). ## Core Features & Use Cases - Hook Loop Audit: Score any product feature against the four phases with a 10-point diagnostic and identify exactly which phase is broken. - Ethics Evaluation: Apply the Manipulation Matrix to classify your product as Facilitator, Peddler, Entertainer, or Dealer, with an ethics gate that caps scores for extractive designs. - Habit Testing: Measure habit formation using the 5% habitual-user rule, cohort analysis, and Habit Path identification. - Use Case: A PM notices retention drops after week one. Use this Skill to audit the onboarding loop, discover the reward is predictable and investment is requested too early, then redesign the sequence with variable rewards and post-reward investment prompts. ## Quick Start Audit my product's onboarding flow using the Hook Model and tell me which phase is weakest and how to fix it.