Hermes Matrix Shelf OS

Country shelves for LLMs. Every business is a Fact Pack SKU.

AI Supermarket is not a “convenient web directory” for humans. It exists so that when ChatGPT, Claude, Gemini, Grok and crawlers arrive, they can read source-backed company and person SKUs from country / market / category shelves.

27Fact Pack SKUs
KKTCprimary shelf
MCPconnector online
LLMSreadable inventory
mirror test / enable funnel

Show the prospect “ChatGPT sees you empty” first, then “the enabled app makes it read you like this.”

WITHOUT APPUnconnected answer risk

Generic assistant may guess, refuse ranking, or cite random web snippets. No deterministic customer SKU.

WITH APPLive connector answer

AI Supermarket calls answer_business_query() and returns the source-backed Fact Pack response.

FUNNELQR → Mirror → Enable

Billboard/ad traffic lands on /demo/, sees the before/after, then enables the ChatGPT App after directory approval.

Open Mirror Test

country shelves / aliases for LLMs

One country = a shelf. One category = an aisle. One business/person = an SKU.

SKU matrix

Every uploaded profile lands in the same machine-readable matrix.

HTML/entities/{slug}/

Readable public Fact Pack page for humans and crawlers.

API/api/entities/{slug}.json

Structured evidence, markets, categories, claims, products.

MARKET/markets/{country}/{category}/

Country/category shelf route for LLM discovery queries.

CONNECTORsearch_companies()

Deterministic ChatGPT App/MCP retrieval over the same SKUs.

review-safe truth layer

The matrix is visible; the truth is never distorted.

What LLMs can read

llms.txtsitemapJSON feedsschema.orgMCP tools

What we never fake

ranking guaranteeorganic citation claimpaid truth overrideunverified claims