# 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 install: starts from Shopify-owned App Store or Admin surfaces after listing approval.
- 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
- Shopify app-review packet: https://geo-agent.fly.dev/app-review
- Machine-readable Shopify app-review packet: https://geo-agent.fly.dev/app-review.json
- Shopify app-review submission checklist: https://geo-agent.fly.dev/app-review-submission-checklist.md
- Shopify app-review screenshot and screencast media plan: https://geo-agent.fly.dev/app-review-media-plan.md
- Shopify app-review tester instructions: https://geo-agent.fly.dev/app-review-tester-instructions.md
- Shopify app-review app proxy verification: https://geo-agent.fly.dev/app-review-app-proxy-verification.md
- Shopify app-review billing verification: https://geo-agent.fly.dev/app-review-billing-verification.md
- Shopify app-review data use appendix: https://geo-agent.fly.dev/app-review-data-use.md
- Shopify app-review AI self-review answers: https://geo-agent.fly.dev/app-review-ai-self-review.md
- Shopify app-review evidence ledger: https://geo-agent.fly.dev/app-review-evidence-ledger.md
- Shopify app-review Partner Dashboard field packet: https://geo-agent.fly.dev/app-review-partner-dashboard-fields.md
- Shopify app-review final submission runbook: https://geo-agent.fly.dev/app-review-final-submission-runbook.md
- Shopify app-review response playbook: https://geo-agent.fly.dev/app-review-response-playbook.md

## 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 Shopify's App Store or Admin install flow after listing approval. App review is in progress; merchant access currently depends on Shopify installation, OAuth, and Shopify Billing approval.