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Guided journey from an app people sign up for and then quietly abandon to a sealed retention engine with a habit loop, an activated first run, and one metric the whole team trusts. Orchestrates eight skills phase by phase - hooked-ux, improve-retention, continuous-discovery, lean-ux, inspired-product, lean-analytics, microinteractions, drive-motivation - asking the user questions at every decision point and recording results in the project docs/ folder (PRODUCT.md, METRICS.md, GROW-APP-PLAN.md)
Passed 14 of 22 test cases with the skill, and 9 of 22 without it.
and 6 more in the full report
6 fixed9 passed either way8 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our team returns to a project where `docs/GROW-APP-PLAN.md` already exists with several phases completed and others pending. Should we run the intake questionnaire again to re-verify product details?
| Checked | Without skill | With skill |
|---|---|---|
| Bypasses intake when tracker file exists | Passed | Passed |
| Asks user to confirm starting phase | Missed | Passed |
The instructions your model reads when the skill loads.
Your app has users who sign up and then quietly disappear — cohorts decay, daily actives are flat, the activation funnel leaks where it always has, and nothing looks obviously broken. This journey seals the bucket: it turns first-time users into activated, then habitual, then would-miss-it users across eight interactive phases. The agent asks before every decision and records the outcome in docs/, so the work resumes across sessions instead of restarting. Growth here is an engineering and design problem, not a bigger ad budget.
Fix the leaky bucket before pouring in acquisition: habit, activation, and retention come before any growth spend. This skill sequences the eight phases, asks every decision question, and records each choice in docs/. The constituent skills carry the method — invoke them rather than improvising their frameworks.
| Phase | Skill | Question it answers | Artifact |
|---|---|---|---|
| 1 | hooked-ux | Why do users come back without us paying? | Extends docs/PRODUCT.md |
| 2 | improve-retention | Why don't new users reach the loop? | Extends docs/PRODUCT.md |
| 3 | continuous-discovery | What do our own users actually need? | Extends docs/PRODUCT.md + docs/CUSTOMER.md |
| 4 | lean-ux | Which bet is worth building? | Extends docs/EXPERIMENTS.md |
| 5 | inspired-product | Is the team building the right things? | Extends docs/PRODUCT.md |
| 6 | lean-analytics | Which single number tells the truth? | Creates docs/METRICS.md — sets the Rule 8 bar |
| 7 | microinteractions | Does it feel alive in the hand? | Extends docs/DESIGN.md |
| 8 | drive-motivation | Will engagement last, or curdle? | Extends docs/PRODUCT.md |
Phases 1-2 seal the loop and the funnel; 3-5 steer with evidence; 6 is the instrument panel; 7-8 are the finish and the ethical backstop. Take the lean-analytics baseline (Phase 6) early — before the Phase 1-2 fixes land — so every change is read against a pre-change number, then keep updating it. Habit formation is slow: read Phase 1's success against the "5% rule" (a habit has formed when 5%+ of users return unprompted), not a single cohort.
docs/GROW-APP-PLAN.md and every artifact in the Journey Map. If the tracker exists, summarize the journey state in 3-5 lines and ask which phase to enter. Done when the user has confirmed an entry point. A journey with a tracker is resumed, never restarted.docs/GROW-APP-PLAN.md with every phase statused pending | in-progress | awaiting-evidence | done | deferred: reason | skipped: reason. Done when the tracker exists and the user has confirmed the phase plan.in-progress on proceed. Done when the user chose.npx skills add wondelai/skills/<slug> --global. If the user declines, run the phase from its Brief — the minimum viable method. State which mode you are in.done.docs/. Every recommendation lands as a checkbox or a table row with owner and priority. See references/artifact-templates.md when creating a docs/ file for the first time — create it from the full skeleton (all section headings), then fill the sections your phase names.Run only on first start (no tracker). Ask:
test cases passed, vs 9 / 22 without
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