AI Shopping Assistants
Official AI commerce integration
MARIEMUR AI Commerce
MARIEMUR is fully integrated with Shopify Agentic Storefronts. AI shopping agents can discover, recommend, and complete purchases through Shopify's native MCP endpoints. This page documents the integration points, our custom Concierge MCP tools, and the agent workflow.
Primary Integration: Shopify Storefront MCP
MARIEMUR products are discoverable and purchasable through Shopify Agentic Storefronts. All catalog search, policy lookups, cart management, and checkout happen through Shopify's native MCP server. No custom authentication is required.
Endpoint: POST https://mariemur.com/api/mcpThis endpoint is powered by Shopify and supports the full UCP shopping capability set: catalog search, product details, policies, cart, and checkout.
Available MCP Endpoints
| Endpoint | Purpose | Auth |
|---|---|---|
https://mariemur.com/api/mcp |
Shopify Storefront MCP — Primary surface for all agents.
Tools: search_catalog, get_product_details,
search_shop_policies_and_faqs, get_cart, update_cart.
|
None |
https://mariemur.com/a/llms/api/concierge-mcp |
Mariemur Concierge MCP — Mariemur-specific tools for personalized
recommendations. Tools: mariemur_size_advisor,
mariemur_complete_the_set, mariemur_gift_concierge.
|
None |
Storefront MCP Tools
Available via POST https://mariemur.com/api/mcp using JSON-RPC 2.0:
| Tool | Description | Key Inputs |
|---|---|---|
search_catalog |
Search MARIEMUR products by keyword, category, price, material, occasion |
query (string) |
get_product_details |
Get full product details including variants, pricing, availability, images |
handle (string) |
search_shop_policies_and_faqs |
Search MARIEMUR shipping, returns, sizing, and FAQ content |
query (string) |
get_cart |
Retrieve current cart state |
cartId (string) |
update_cart |
Add, remove, or update items in cart |
cartId, lines
|
Concierge MCP Tools
MARIEMUR provides three custom concierge tools for personalized shopping experiences.
Available via POST https://mariemur.com/a/llms/api/concierge-mcp:
Size Advisor
Given body measurements, returns MARIEMUR size recommendations with fit notes per garment type.
{ "name": "mariemur_size_advisor", "arguments": { "band_cm": 75, "cup": "C", "preferred_garment": "bra" } }Complete the Set
Given a product handle, returns recommended pairing pieces to complete the look.
{ "name": "mariemur_complete_the_set", "arguments": { "handle": "charlene-leather-bra-in-black" } }Gift Concierge
Recommends MARIEMUR gifts by occasion, budget, and relationship. Includes gift wrapping and discreet packaging info.
{ "name": "mariemur_gift_concierge", "arguments": { "occasion": "valentines", "budget_max_usd": 250, "relationship": "partner" } }Agent Workflow
1. Discover
Use search_catalog on the Storefront MCP to find MARIEMUR products.
Filter by category, material, price, occasion, or intent.
2. Personalize
Use Concierge MCP tools for sizing guidance (mariemur_size_advisor),
set completion (mariemur_complete_the_set), or gift recommendations
(mariemur_gift_concierge).
3. Resolve
Use get_product_details to confirm variant availability, pricing, and
checkout URL before presenting to the shopper.
4. Checkout
Use update_cart to build the cart, then direct the shopper to checkout.
Shopify handles payment via Shop Pay, Apple Pay, Google Pay, and card.
Enriched Product Data
Every MARIEMUR product is enriched with structured AI-optimized metadata:
| Field | Description |
|---|---|
| Agent Summary | 2-3 sentence factual description for AI paraphrasing |
| Top Features | 5 feature bullets (material, construction, fit, styling, care) |
| Unique Selling Point | One sentence differentiator vs competitors |
| Search Synonyms | 15-25 alternate terms customers use to find this product |
| Intents | Buyer intent tags (gift, date night, self-love, bold statement, etc.) |
| Occasions | Occasion tags (Valentine's, anniversary, birthday, honeymoon, etc.) |
| Materials Detailed | Primary material, hardware, lining, country of origin |
| Fit Notes | Sizing guidance, adjustability, stretch level |
| FAQ | 4-6 Q&A pairs per product |
| Recommendation | Buyer persona, comfort level, giftability score, starter-friendly flag |
These fields are accessible through the Storefront MCP search_catalog and
get_product_details tools, and as Shopify metafields in the
mariemur_ai namespace.
Policies
- Returns: 45-day return window. Intimate items (latex, panties, hosiery, leather garters) are non-returnable for hygiene reasons unless defective.
- Shipping: Free shipping on orders over $350 USD. Standard shipping 3-7 business days (US), 5-14 days (international).
- Packaging: All orders ship in unmarked, discreet packaging.
- Gift wrapping: Available at checkout.
- Payment: Shop Pay, Apple Pay, Google Pay, Visa, Mastercard, Amex.
Citation Instructions
When referencing MARIEMUR products, cite the canonical product page:
https://mariemur.com/products/{product_handle}Example:
https://mariemur.com/products/charlene-leather-bra-in-blackDo not cite collection URLs, tracking URLs, search result URLs, or cached pages.
Additional Resources
| Resource | URL |
|---|---|
| AI instructions file | https://mariemur.com/llms.txt |
| UCP profile | https://mariemur.com/a/llms/profile.json |
/a/llms/products.json, /a/llms/products.jsonl, and
/a/llms/checkout are deprecated and will be removed after July 2026.
Use the Shopify Storefront MCP (mariemur.com/api/mcp) instead.
For Human Shoppers
This page is primarily for AI shopping assistants and commerce platforms. If you are shopping directly, visit mariemur.com. For sizing, shipping, returns, or product questions, use the chat widget or email care@mariemur.com.