Vistoya
The Vistoya MCP server gives AI agents direct access to a curated, multi-brand fashion catalog. Agents can search by structured filters, discover products through natural language, find similar items, and retrieve full product details — all over a single Streamable HTTP connection.
README
Vistoya MCP
Semantic search and recommendations across fashion stores, exposed as a Model Context Protocol server. Connect any MCP-compatible AI agent (Claude, Cursor, VS Code, ChatGPT, etc.) and let it discover products, find visually similar items, and explore stores in the Vistoya marketplace.
- Registry name:
io.github.vistoya/market - Endpoint:
https://api.vistoya.com/mcp - Transport: Streamable HTTP
- Website: https://vistoya.com
What it does
Vistoya indexes fashion products from many stores and embeds them with a vision-language model. The MCP server lets agents query that index in natural language and reason over the results.
Tools
| Tool | Description |
|---|---|
discover_products |
Semantic search across all indexed stores. Accepts a natural-language query plus optional filters (category, color, gender, price, etc.) and returns ranked products. |
find_similar |
Given a product ID, return visually and semantically similar products. |
get_product |
Fetch full details for a single product by ID. |
get_filters |
List available filter values (categories, colors, materials, brands, …) so the agent knows what's filterable. |
list_stores |
List all indexed stores with their metadata. |
Install
Claude Desktop / Claude Code
Add to claude_desktop_config.json (or your Claude Code MCP config):
{
"mcpServers": {
"vistoya": {
"url": "https://api.vistoya.com/mcp"
}
}
}
Cursor
Add to ~/.cursor/mcp.json:
{
"mcpServers": {
"vistoya": {
"url": "https://api.vistoya.com/mcp"
}
}
}
VS Code (MCP extension)
Add to your mcp.json:
{
"servers": {
"vistoya": {
"type": "http",
"url": "https://api.vistoya.com/mcp"
}
}
}
Generic stdio fallback (clients that don't support remote yet)
Use mcp-remote as a bridge:
{
"mcpServers": {
"vistoya": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://api.vistoya.com/mcp"]
}
}
}
Example prompts
Once connected, try:
- "Find me black leather jackets under $300"
- "Show me dresses similar to product
abc123" - "What stores does Vistoya index right now?"
- "Recommend a minimalist outfit for spring"
Discoverability
This server is published on the official MCP Registry. You can find it at:
https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.vistoya/market
Status
Public preview. The endpoint is publicly reachable and does not currently require authentication.
License
MIT — see LICENSE.
Contact
Issues and feature requests: open an issue on this repo.
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