All servers · Research & knowledge · Markets & trading · Shops & products

AirShelf Catalog

ai.airshelf/catalog · v1.0.0

Measured by MCP Station

Description written by the publisher, not verified

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

Connect

claude mcp add --transport http catalog https://mcp.airshelf.ai/mcp

{
  "mcpServers": {
    "catalog": {
      "url": "https://mcp.airshelf.ai/mcp"
    }
  }
}

Tools as reported by the server

• 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, threat-intelligence-platf
• find_products
  Discover candidate products for a buyer need. Takes a need in natural language (e.g. "best value home espresso machine", market "TH"), checks the verified catalog first, then uses live web discovery only when the catalog has no candidates. Returns up to 3 candidates with explicit fit accounting. fin
• 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 completion. Unsafe med
• 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 evidence_sha256 is the SHA
• 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 canonical_name and spec_a
• 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 caller holding the same
• list_merchants
  List public AirShelf merchants that have an assigned slug and at least one active product. Internal/demo and empty catalogs are excluded. Returns each merchant's name, slug, and product count; the slug is the `merchant` argument for request_quote.
• request_quote write/delete
  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 contacted until the buye

Tool changes

• 2026-10-24: search_catalog, find_products, research_shopping, get_product, compare_products, explain_product, list_merchants, request_quote
• 2026-10-16: search_catalog, find_products, research_shopping, get_product, compare_products, explain_product, list_merchants, request_quote

JSON · Text for agents · Registry updated 2026-06-16