Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.
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https://mcp.airshelf.ai/mcp8 tools · 1077mssearch_catalogSearch the AirShelf cross-vendor product catalog by natural-language query. The catalog covers industrial-automation components (sensors, encoders, vacuum handling, motors and drives, circuit protection, machine vision — the largest category by row count), wiring devices (plugs, receptacles, connec…Search the AirShelf cross-vendor product catalog by natural-language query. The catalog covers industrial-automation components (sensors, encoders, vacuum handling, motors and drives, circuit protection, machine vision — the largest category by row count), wiring devices (plugs, receptacles, connec…
| Parameter | Type | Description |
|---|---|---|
| q* | string | Natural-language query, at most 200 characters. Supports budget hints (e.g. "under $150"). |
| category | string | Optional category filter (industrial-automation, wiring-devices, mechanical-keyboards, mfp, barcode-printer, laser-printer, inkjet-printer, cybersecurity, or t… |
| limit | integer | Max results |
| market | string | Buyer market as an assigned ISO 3166-1 alpha-2 country code (e.g. "TH", "AU"). Conflicting country receipts are excluded; global URLs remain market-unverified. |
| specs | object | Hard spec facets, e.g. {"form_factor":"desktop","print_speed_ppm":33}. Filters by exact/range spec match. |
find_productsDiscover 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.
f…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. f…
| Parameter | Type | Description |
|---|---|---|
| need* | string | The buyer need in natural language, e.g. "quiet mechanical keyboard for open office" or "best value home espresso machine". |
| market | string | Buyer market as ISO 3166-1 alpha-2 country code (e.g. "TH"). Biases discovery and marketplace checks toward seller pages serving that country and scopes the ca… |
| max | integer | Max candidates to verify (each costs a live lookup; capped at 3). |
research_shoppingresearch_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 me…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 me…
| Parameter | Type | Description |
|---|---|---|
| need | string | Buyer need in natural language. Required when starting a new research run. |
| market | string | Buyer market as an ISO 3166-1 alpha-2 country code. Biases discovery and marketplace checks toward seller pages serving that country; availability is not a sto… |
| persona | string | Research persona; b2b produces a quotation/RFQ pack. |
| answers | object | Answers to clarification questions. Set accept_defaults:true to accept budget and market defaults; it does not waive product type, use case, or must-have requi… |
| research_id | string | Existing research run identifier to read instead of starting a new run. |
get_productGet 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). Branch on commercial_data.actionab…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). Branch on commercial_data.actionab…
| Parameter | Type | Description |
|---|---|---|
| slug* | string | Composite slug, e.g. keychron-q1-pro |
compare_productsCompare 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…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…
| Parameter | Type | Description |
|---|---|---|
| slugs* | array | Catalog slugs to compare |
| provenance | boolean | Include the stored source page and source type for each fact |
explain_productExplain the evidence behind a catalog row. Returns stored processing stages when available and always returns a golden-record field summary with source coverage.Explain the evidence behind a catalog row. Returns stored processing stages when available and always returns a golden-record field summary with source coverage.
| Parameter | Type | Description |
|---|---|---|
| slug* | string | Composite slug to explain |
list_merchantsList 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.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.
No input schema was published for this tool.
request_quoteSend 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 bu…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 bu…
| Parameter | Type | Description |
|---|---|---|
| merchant* | string | Merchant slug or id (from list_merchants), or "airshelf-network" for network-catalog brands |
| products* | array | Catalog slugs the buyer is interested in |
| quantity | integer | Units the buyer wants |
| contact* | object | Buyer contact details |
| notes | string | Any extra context from the buyer |
| brandSlug | string | Manufacturer slug (from search results) — required with merchant:"airshelf-network" so the lead reaches the right brand |
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Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.
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