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AirShelf Catalog

ai.airshelf/catalog · v1.0.0

Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.

Connect Remote server

Terminal
claude mcp add --transport http catalog https://mcp.airshelf.ai/mcp
~/.cursor/mcp.json
{
  "mcpServers": {
    "catalog": {
      "url": "https://mcp.airshelf.ai/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "catalog": {
      "type": "http",
      "url": "https://mcp.airshelf.ai/mcp"
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://mcp.airshelf.ai/mcp

Tools 8 found in our last check

  • search_catalog

    Search the AirShelf cross-vendor product catalog by natural-language query. The catalog covers industrial-automation, wiring-devices, digital-signage, business-display, memory-storage, mfp, barcode-printer, laser-printer, inkjet-printer, mechanical-keyboards, cybersecurity, thre…

  • find_products

    Discover candidate products for a buyer need. Takes a need in natural language (e.g. "best value home espresso machine", market "TH"), Unless the need is out of scope or live discovery is off or rate-limited, each call reads the verified catalog and also runs live web discovery,…

  • research_shopping

    research_shopping is the full verified-research job; find_products is the quick candidate-list tool. It runs as a background job and returns status "running" with a research ID while the minutes-long research continues; the same research ID returns the run on later polls until c…

  • get_product

    Get the full golden record (AirShelf's verified product record) and latest price for one catalog product by slug ("<manufacturer>-<model>"). Returns the product's specs and provenance (which page each fact came from), plus canonical_name (its exact catalog name). A field's evide…

  • compare_products

    Compare 2-10 catalog products side-by-side on their datasheet specs. Slugs come from search_catalog and are case-insensitive and dash-tolerant ("e-STUDIO 331AC", "toshiba-e-studio-331ac" and "e-studio331ac" all resolve to the same product). Returns one item per product with cano…

  • explain_product

    Explain the evidence behind a catalog row. Returns stored processing stages when available and always returns a golden-record field summary with source coverage. A field's evidence_sha256 is the SHA-256 of the source document AirShelf archived when it extracted that claim. A cal…

  • list_merchants

    List public AirShelf merchants that have an assigned slug and at least one active product. Every listed merchant has an account with AirShelf; catalog makers without one are not listed. Internal/demo and empty catalogs are excluded. Returns each merchant's name, slug, and produc…

  • request_quote

    Send a quote request for catalog products to a merchant's sales team on behalf of a named buyer. This is a two-step, double opt-in flow. The first call emails a confirmation link to `contact.email` and returns status "confirmation_required"; no lead exists and no merchant is con…

Details

Endpointhttps://mcp.airshelf.ai/mcp (Streamable HTTP)
First published16 Jun 2026
Last updated16 Jun 2026
Registry nameai.airshelf/catalog

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