AI Tools & MCP

Connect AI agents to LMK.today. Search a curated cross-merchant catalog, read real price history, surface demand signals, and recommend gifts — all through an open Model Context Protocol server and crawlable feeds.

Connect

The MCP server speaks the Model Context Protocol over streamable HTTP. Point any MCP-compatible client (ChatGPT, Claude, Gemini, Copilot, or your own agent) at:

https://lmk.today/api/ucp/mcp

Discovery manifest: /.well-known/ucp · No authentication required for read-only catalog tools.

More than a product feed

LMK is not the merchant of record. Every link resolves to an LMK product page, and the difference is the data layer on top of the catalog.

Real price history

Not a flag on a feed — actual lowest/highest/average over time, so agents can say "wait" or "buy now".

Demand signals

What real shoppers are saving and trending toward — data no raw affiliate catalog has.

Curated fused search

One enriched, deduplicated, cross-merchant index instead of N separate merchant feeds.

Editorial collections

Hand-built gift guides for occasions, holidays, beauty, style, and sports.

Tools

search_catalog

Curated cross-merchant product search (Typesense + affiliate networks + Amazon).

lookup_catalog

Batch-resolve products by LMK slug, id, or external/merchant id.

get_product

Full detail: enriched card + 90-day price stats + cross-merchant buying options.

compare_prices

Compare a product across merchants; returns lowest/highest with LMK links.

get_price_history

Price intelligence over a trailing window — is this actually a good price?

get_deals

Today's best deals, ranked by LMK deal-quality scoring.

get_popular_products

Most-wishlisted products (180-day demand signal, aggregate-only).

get_trending_products

Momentum: most-added to wishlists in the last 30 days.

get_gift_ideas

Gift recommendations by recipient/occasion within a budget.

list_collections

Published editorial collections (occasions, holidays, beauty, style, sports).

get_collection

A single editorial collection and its curated products.

Crawlable feeds

For crawlers and batch ingestion, the catalog is also published as NDJSON feeds with LMK product-page links.

https://lmk.today/feeds/products.jsonl

Published catalog in a common AI/Google product-feed shape.

https://lmk.today/feeds/popular-gifts.jsonl

Most-wishlisted products with aggregate demand counts.

How links & revenue work

Every product reference returns an LMK product page URL (e.g. lmk.today/product/{slug}). Outbound clicks to merchants are attributed and monetized through LMK's click handler — LMK may earn an affiliate commission at no extra cost to the shopper. LMK is not the merchant of record.