Model Context Protocol for fashion

The intelligence layer for your catalogue.

Connect once, and any AI, from Claude to your own storefront, can understand every product (fabric quality scored 0 to 100), search it, and style from it. Grounded in your real catalogue, powered by Atelia's Fabric Value Intelligence.

https://mcp.atelia.ai/v1

Request access See the tools

Understand · Search · Style

Works with

atelia · fabric_value_intelligence

// an agent asks Atelia what a fabric is worth
call "fabric_value_intelligence" {
  composition: "100% cotton"
}

fvi_score 68 · soft, breathable,
easy on skin · comfort high · everyday wear

How it works

One layer between your catalogue and every AI

Connect your product data once. Atelia enriches and scores it, then serves it to any assistant or agent through a single endpoint. Your catalogue stays yours; the intelligence travels to wherever your customers already are.

Your catalogue

Products, compositions and images. Your data, unchanged.

Atelia intelligence layer

Fabric Value Intelligence scores and enriches every piece, then exposes understand, search and style as callable tools.

Any AI surface

Claude, ChatGPT, Cursor, your own storefront or agents. One endpoint, everywhere.

Inputs

Start from whatever you have

Brands rarely hold a clean fibre breakdown for every product. Atelia meets your data where it lives: a composition, a product link, a photo or a set of catalogue tags all return the same grounded intelligence.

Composition

Pass any fibre string. "100% cotton" returns a fabric quality score with the full breakdown.

Live

Product URL

Give a product link. Atelia reads the page, finds the composition and scores it.

Live

Product photo

Send an image. Atelia's vision recognises the piece and its material, then scores it.

By agreement

Catalogue tags

Filter by category, colour, fabric and occasion to get ranked, scored matches.

Live

Capabilities

What your catalogue can suddenly do

/ 01 · understand

Every product, scored

Fabric Value Intelligence turns any fibre composition into a defensible 0 to 100 score, with a breathability, comfort, durability and care breakdown. The one thing no other catalogue can answer, now callable.

/ 02 · search

Grounded in your catalogue

Search live, FVI‑ranked pieces across thousands of enriched products. Every result carries its real composition and score, never invented.

/ 03 · style

Chat, and get suited

Shoppers and agents talk to your catalogue and get matched to the right fabric and fit, from Claude, ChatGPT, Cursor or your own storefront.

Tools

What your AI can call

Each tool returns structured, grounded data the model can reason over and cite. Together they let any assistant understand a fabric, search your catalogue and style from it. Fabric value tools are open on every plan; catalogue and Studio tools are enabled per agreement.

fabric_value_intelligence(composition) Open

The flagship. Give it any fibre composition and it returns the Fabric Value Intelligence score with the full breakdown, in plain language the model can quote.

Input

{ "composition": "100% linen" }

Output

{
  "fvi_score": 77,
  "breathability": "high",
  "comfort": "high",
  "durability": "high",
  "care": "moderate",
  "note": "breathes in heat,
    softens with wear, lasts years"
}

Linen
fabric score
77 / 100

explain_fabric(fibre)Open

The value story for a single fibre: how it feels, performs and lasts, plus best seasons and care.

Input

{ "fibre": "merino wool" }

Output

{ "fvi_score": 84,
  "feels": "soft, warm",
  "performs": "wicks, resists odour",
  "best_seasons": ["autumn","winter"] }

compare_fabrics(a, b)Open

Head-to-head on fabric value, with the reason one wins for a given need.

Input

{ "a": "linen",
  "b": "rayon" }

Output

{ "winner": "linen",
  "a_score": 77, "b_score": 58,
  "why": "durability + breathability" }

search_catalog(...)By agreement

Find real, FVI-ranked pieces by category, gender, colour, fabric, occasion and formality.

Input

{ "category": "tops",
  "gender": "men",
  "color": "blue",
  "fabric": "linen" }

Output

[ { "brand": "Everlane",
    "composition": "100% linen",
    "fvi_score": 80 }, ... 4 more ]

score_product(url)By agreement

Score any garment from a product link, for sourcing, procurement or competitive analysis.

Input

{ "url": "https://.../shirt" }

Output

{ "composition": "55% linen,
    45% cotton",
  "fvi_score": 74 }

Connect

Wire it up in a minute

Request access, we issue your token, then drop the endpoint into any MCP client. Same server, same tools, everywhere.

Claude Desktop. Add Atelia under connectors, or paste into claude_desktop_config.json.

claude_desktop_config.json

{
  "mcpServers": {
    "atelia": {
      "url": "https://mcp.atelia.ai/v1",
      "headers": { "Authorization": "Bearer <your-token>" }
    }
  }
}

Claude API (the MCP connector).

python

client.beta.messages.create(
  model="claude-opus-4-8",
  mcp_servers=[{ "type": "url",
    "url": "https://mcp.atelia.ai/v1",
    "name": "atelia",
    "authorization_token": "<your-token>" }],
  tools=[{ "type": "mcp_toolset", "mcp_server_name": "atelia" }],
  betas=["mcp-client-2025-11-20"],
  messages=[...],
)

ChatGPT. Settings → Connectors → Add MCP server, then paste the URL and your token.

connector settings

# Name       Atelia
# MCP URL    https://mcp.atelia.ai/v1
# Auth       Bearer <your-token>

Cursor. Add Atelia to ~/.cursor/mcp.json.

~/.cursor/mcp.json

{
  "mcpServers": {
    "atelia": {
      "url": "https://mcp.atelia.ai/v1",
      "headers": { "Authorization": "Bearer <your-token>" }
    }
  }
}

VS Code, Windsurf, or any MCP client / agent. Point it at the remote server; the shape is the same everywhere.

mcp.json

{
  "servers": {
    "atelia": {
      "type": "http",
      "url": "https://mcp.atelia.ai/v1",
      "headers": { "Authorization": "Bearer <your-token>" }
    }
  }
}

Inside the chat

Not just text. A fabric card, rendered.

With MCP Apps, Atelia returns an interactive Fabric Value card right inside the assistant, not a wall of JSON.

claude · atelia connected

Is this shirt worth it? It's 100% linen.

Linen scores 77 on Fabric Value Intelligence. It breathes in heat, softens with wear, and lasts for years. Here is the breakdown:

100% Linen

fabric value intelligence

Atelia · MCP App

BreathabilityHigh

ComfortHigh

DurabilityHigh

Easy careModerate

Use cases

Who plugs Atelia in

Retail assistants

Give a store's own AI shopper real fabric intelligence, not marketing copy.

Sourcing & QA

Score supplier fabrics and spec sheets before a buy, straight from an agent.

Personal stylists

Any styling agent can lead with why a fabric will feel and last well.

Marketplaces

Rank and badge listings by fabric value across an entire catalogue.

Access

Built for brands and platforms

Request access

Tell us the product and expected volume. We reply within a business day.

We issue your token

A scoped token with the tools your agreement includes, fabric value always on.

Connect and ship

Drop the endpoint into Claude, ChatGPT, Cursor or your agents. Live in minutes.

Request access

Atelia MCP is an enterprise offering, provisioned per partner. Talk to us about tools, volume and terms, and we will set you up.

Contact the team

partnerships@atelia.ai · token issued on approval

FAQ

Questions brands ask first

Do you train on our catalogue?

No. Your data is used only to answer your own agents. We never train models on it, and we never share it with anyone else.

Where does the fabric score come from?

Fabric Value Intelligence is Atelia's own 0 to 100 model over fibre composition and construction, not the assistant's guesswork. The same input returns the same score every time, so results are consistent and defensible.

How do we connect our own app or agent?

Any MCP client works. Drop the endpoint and your token into Claude, ChatGPT, Cursor, or your own storefront and agents. Same server, same tools, everywhere.

Is it fast enough for live shopping?

Yes. Tools return structured data in well under a second, and higher rate ceilings are available by agreement for high traffic surfaces.

How are we billed?

Atelia MCP is provisioned per partner. Fabric value tools are open on every plan; catalogue and Studio tools are enabled by agreement. Tell us your product and volume and we will scope it with you.

Can we control what it can access?

Every partner gets a scoped bearer token. You choose which tools are on, and you can rotate or revoke it at any time.