Pre-order and trunkshow availability monitoring
Use Moda Operandi endpoints to turn pre-order and trunkshow availability monitoring into repeatable API requests with documented inputs and JSON responses.
Turn Moda Operandi's public trunkshow and ready-to-wear marketplace into structured JSON — the live category tree with designer, color, size, and availability facets, gender-scoped designer directories, keyword or category search with the same facet filters, and full product detail with price, availability state, and inventory sizes. Normalized JSON, credential-free.
Search or browse Moda Operandi's designer catalog by gender and category, get full product detail with availability, as structured JSON.
Endpoint families
4
Documented params
20
Examples
4
Live catalog snapshot
Active endpoints
4
Methods
GET
Required params
7
Schema refs
4
{
"platform": "Moda Operandi",
"endpoint": "modaoperandi-search",
"method": "GET",
"path": "/modaoperandi/search",
"auth": "apiKey"
}Use cases
Search or browse Moda Operandi's designer catalog by gender and category, get full product detail with availability, as structured JSON.
Use Moda Operandi endpoints to turn pre-order and trunkshow availability monitoring into repeatable API requests with documented inputs and JSON responses.
Use Moda Operandi endpoints to turn designer assortment and category coverage research into repeatable API requests with documented inputs and JSON responses.
Use Moda Operandi endpoints to turn luxury pricing and inventory-size tracking into repeatable API requests with documented inputs and JSON responses.
Managed execution
Every figure below is read from the live Moda Operandi endpoint catalog — 4 endpoints, 20 documented request parameters, and 4 published response schemas — the same catalog Docs and Playground run against.
4 documented Moda Operandi endpoints, grouped into 4 request families — Categories, Designers and Product, plus 1 more.
20 request parameters are documented across those Moda Operandi endpoints, 7 of them required — the full input contract is public before you write any integration code.
4 of the 4 Moda Operandi endpoints ship a recorded example response, and 4 carry a documented response schema — you can code against the real JSON before the first request.
Moda Operandi endpoints document their error responses (400, 404 and 503) alongside the success schema, so a block, a rate limit, or a missing record comes back as a typed error rather than silently empty data.
4 hosted MCP tools back the Moda Operandi endpoints, so an agent can call the same routes with the same parameters and the same JSON contract, with no custom glue.
Coverage map
/modaoperandi/categories
/modaoperandi/designers
/modaoperandi/product
/modaoperandi/search
Endpoint catalog
/modaoperandi/searchSearches or browses the Moda Operandi catalogue for one department, with `gender` (`women` or `men`) required and either `q` or `category` needed as well. Filter by `designer`, `color`, `size`, `availability`, price range or `on_sale`, and sort with `sort`. `limit` is 1 to 180 per page. Returns products plus facet counts and the `total`.
Sampled 14 Oct 2026: 180 items, 9 fields filled in every item, 1 not. availability: preorder (42), only 3 left (22), only 2 left (20) and 2 more; price: 250 to 6,800, median 1,800.
MCP tool modaoperandi_search
/modaoperandi/productReturns one Moda Operandi product by its product page `url`: id, name, designer, color, price and currency, description, details, images, and the available sizes. It also reports `availability` and an `in_stock` flag for the product.
Sampled 14 Oct 2026: 12 of 12 fields returned with a value. price: 4,750; name: “Rodeo Medium Leather Top Handle Bag”.
MCP tool modaoperandi_product
/modaoperandi/designersLists the designers currently available in one Moda Operandi department, chosen with the required `gender` (`women` or `men`). Each designer has its name, slug and item count, and each slug can be passed as `designer` to `modaoperandi-search`. The response also carries the `count` of designers.
Sampled 14 Oct 2026: 62 items, 3 fields filled in every item. total_items: 1 to 101, median 13; name: “ALAÏA” and 61 other values.
MCP tool modaoperandi_designers
/modaoperandi/categoriesReturns the live category tree, designer, color, size, availability, and sort values discovered from Moda Operandi's public catalog. Returned category and designer slugs are valid for modaoperandi-search.
Sampled 14 Oct 2026: 54 items, 3 fields filled in every item. total_items: 1 to 102, median 13; name: “ALAÏA” and 53 other values.
MCP tool modaoperandi_categories
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How to scrape Moda Operandi
Crawlora's four Moda Operandi endpoints return category, designer, search, and product data as normalized JSON with one API key — every search and browse call is scoped to a required gender (women or men), since Moda Operandi's own site splits its catalog that way.
Call /modaoperandi/categories for the live category tree plus designer, color, size, availability, and sort facets. Call /modaoperandi/designers with gender (women or men) for that gender's full designer directory — every returned slug works directly on /modaoperandi/search's designer parameter.
Send gender (required) plus either q or category (one of the two is required) to /modaoperandi/search. Narrow further with designer, color, size, attribute, availability (available_now, preorder, or trunkshow), price_min/price_max, and on_sale; sort is default, price_low_to_high, price_high_to_low, or newest.
Pass a result's own url to /modaoperandi/product for name, designer, price, currency, color, availability state, in_stock, and the inventory sizes array — availability distinguishes an in-stock item from one that's preorder or trunkshow-only.
On 2026-10-30 /modaoperandi/search for women's bags reported total 1,240 and returned 180 products at limit=40, categories listed 232 women's categories and 54 designers, and the availability filter offered availableNow, preorder and trunkshow.
Agent skills
Install a Crawlora agent skill and your agent can pull Moda Operandi data as JSON through the documented API, without writing a scraper. These skills cover Moda Operandi:
Research luxury-fashion and watch resale listings, sold evidence, condition, and seller signals across specialist marketplaces. Use for sourcing or…
npx skills add github.com/Crawlora-org/crawlora-skills --skill luxury-resale-researchFAQ
Because Moda Operandi's own site splits its entire catalog into women's and men's sections with different category and designer lists — gender is required on /modaoperandi/search and /modaoperandi/designers so the right list is returned.
A three-state availability field appears on search and product results: available_now (in stock and shippable now), preorder (confirmed but not yet shipped), and trunkshow (available only through a limited-time designer trunkshow event). /modaoperandi/categories' availability facet gives the live count for each state.
Yes — /modaoperandi/search requires either q or category, not both, so passing a category slug from /modaoperandi/categories browses that category's full assortment (optionally narrowed with designer, color, size, or price filters) without needing search terms.
Call /modaoperandi/designers with the gender you want (required) for that gender's full designer list, each with the exact slug value (e.g. balenciaga) /modaoperandi/search's designer parameter accepts.
No — only your Crawlora API key. Moda Operandi's category, designer, search, and product data are collected from its public, credential-free catalog.