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llms.txt Content
# GEO Agent
GEO Agent is a Shopify app that audits product pages for AI assistant visibility, benchmarks recommendation share, and fixes product descriptions, JSON-LD, llms.txt, and UCP metadata.
## Agent Actions
- Product: https://geo-agent.fly.dev
- Shopify OAuth start: https://geo-agent.fly.dev/auth/login
- Public app proxy llms.txt route for installed shops: https://geo-agent.fly.dev/api/llms-txt
- Public app proxy product schema route: https://geo-agent.fly.dev/api/product-schema/{handle}
- UCP profile route for installed shops: https://geo-agent.fly.dev/api/ucp
- OpenAPI: https://geo-agent.fly.dev/openapi.yaml
- Agent manifest: https://geo-agent.fly.dev/.well-known/agent.json
## Use Cases
- Check whether a Shopify catalog is visible to AI assistants.
- Benchmark which products Kimi K2.6 recommends for buyer-intent queries.
- Generate structured product descriptions, JSON-LD, llms.txt, and UCP metadata.
- Prepare a merchant for AI shopping assistants and agentic search.
## Commercial Route
Install through the Shopify app flow at https://geo-agent.fly.dev. App review is in progress; merchant access currently depends on Shopify installation and OAuth.
OpenAPI Spec (preview)
openapi: "3.1.0"
info:
title: GEO Agent
version: "0.1.0"
description: Shopify app for AI visibility audits, recommendation benchmarking, and structured product metadata fixes.
servers:
- url: https://geo-agent.fly.dev
paths:
/:
get:
summary: Public product entrypoint
responses:
"200":
description: Product landing page or Shopify install form.
/auth/login:
post:
summary: Start Shopify OAuth
requestBody:
required: true
c