🇪🇺 EU Supplement Advisor

Want supplement picks from major EU shops — not a US-only catalog? This actor turns a short wellness brief into ranked live recommendations in euro (EUR) with reasons.

Describe what you need (budget in €, form, preferences). The actor searches EU shops and returns a shortlist. Not medical advice.

💡 Perfect for...

• Shoppers in the EU: Turn “magnesium for sleep, capsules under €25” into concrete product links.
• Health-tech / apps: Offer grounded EU shop suggestions from user context.
• 🤖 AI Agents: One structured input → ranked products with reasons and EUR prices.
• 🔗 Workflows: Pipe recommendations into n8n, Make, LangChain, CrewAI, etc.

✨ Why you'll love this scraper

• 🧠 Context → recommendations: Plain-language need in, ranked products out.
• 🛒 Live EU shop data: Suggestions come from real listings (not invented SKUs).
• 💶 Everything in euro: Prices normalized to EUR; optional max price budget filter.
• ⚠️ Safety framing: Built-in disclaimer; wellness shopping aid only.

🏪 Shops covered

• Shop Apotheke (DE / AT)
• VitaminExpress
• DocMorris
• dm (Germany)
• Vitaminstore (NL)
• Holland & Barrett (IE / BE, EUR)
• Prozis (DE storefront, EUR)

More EU shops can be added as adapters land.

📦 What's inside the data?

Each run pushes:

1. run_meta — planned queries, budget, counts, disclaimer
2. recommendation rows — ranked products with reasons

Recommendation fields:

• Rank / fit: rank, match_score, reason, cautions
• Product: product_id, name, brand, price_eur, currency, shop, ingredients, url, source_url, in_stock
• Provenance: source_query

The dataset also includes one run_meta row (type: "run_meta") with planned queries, budget, and disclaimer. Product rows no longer carry a type field.

🚀 Quick start

1. Write a context (what you need).
2. Optionally set max_price (EUR), preferences, and max_items.
3. Click Start — export CSV/JSON when done.

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Tech details for developers 🧑‍💻

How it works

1. Interprets your context into search queries for EU supplement shops
2. Scrapes live listings and filters by max price (EUR)
3. Ranks a shortlist from those candidates only (so product IDs stay real)

Inputs

Field	Description
context	Wellness shopping need (required)
preferences	Optional constraints
max_price	Optional budget cap in EUR
max_items	How many recommendations to return (default 5, max 30)

Input Example:

{
  "context": "Magnesium for evening wind-down; prefer capsules",
  "preferences": "Avoid melatonin",
  "max_price": 35,
  "max_items": 5
}

Output Example (recommendation row):

{
  "rank": 1,
  "match_score": 90,
  "reason": "Well-known magnesium capsule format that fits evening wind-down shopping intent within the stated euro budget.",
  "cautions": "Not a substitute for medical care if sleep issues persist.",
  "product_id": "12345678",
  "name": "Example Magnesium Capsules",
  "brand": "Example Brand",
  "price_eur": 18.95,
  "currency": "EUR",
  "shop": "Shop Apotheke DE",
  "ingredients": "Magnesiumbisglycinat, Überzugsmittel (Hydroxypropylmethylcellulose), Trennmittel (Magnesiumsalze der Speisefettsäuren, Siliciumdioxid).",
  "url": "https://www.shop-apotheke.com/product/12345678.html",
  "source_url": "https://www.shop-apotheke.com/product/12345678.html",
  "in_stock": true
}

Disclaimer: Supplements are not medicines. This actor does not diagnose, treat, or prescribe. Check labels, allergens, and interactions yourself or with a clinician. All prices are in euro (EUR).