Grocery Weekly Menu Skill

Step 1: Capture ad context

1. Use Kroger weekly ad context first.
2. Default to location 01100459 unless user provides an override.
3. Attempt browser/web capture of sale items and notable price promotions.
4. If blocked or incomplete, request manual sale highlights from the user and continue.

Step 2: Build candidate recipe pool

1. Use sale items as ingredient anchors.
2. Search trusted recipe sources first.
3. Expand to broader sources only if needed to reach strong candidate coverage.
4. Keep only recipes with explicit rating and vote count metadata.

Step 3: Apply hard constraints

1. Enforce healthy and easy preparation heuristics.
2. Remove any recipe matching excluded cuisine or ingredients.
3. Remove any recipe below rating threshold or missing vote count evidence.

Step 4: Score and rank

1. Compute weighted confidence score based on rating and vote count.
2. Prefer candidates with strong rating and larger evidence volume.
3. Resolve ties by prep simplicity and sale-item relevance.

Step 5: Enforce diversity and finalize

1. Ensure variety across proteins and styles.
2. Avoid over-concentration in one cuisine/protein cluster.
3. Return the top 10 that satisfy all constraints.

Output format

For each of the 10 meals, include:

• Meal title
• Source URL
• Rating and vote count
• Prep difficulty/time signal
• Sale-item match explanation
• Cuisine/protein tag
• Compliance note: non-Asian and no beans/fennel

Failure handling

• If ad context cannot be fetched: ask for manual sale highlights and continue.
• If candidates are too sparse after constraints: broaden source search while keeping hard exclusions.
• If rating metadata is missing: discard the entry.

Weekly Refresh + Markdown Output

When user asks to refresh this week’s plan, run: python3 -m scripts.refresh_live_deals_fixture && python3 -m scripts.refresh_live_recipes_fixture --mode playwright --target-count 100 --allow-shortfall && python3 -m scripts.run_weekly_plan --ad-mode fixture --ad-fixture fixtures/ad.live.from-deals.json --search-mode fixture --recipe-fixture fixtures/recipes.live.json --target-count 10 --quality-gate --output-format meal-markdown Then return the markdown meal list output.