GEO Agent | Catalog-readiness audits for Shopify merchants

# GEO Agent GEO Agent is a Shopify app that audits product-data readiness, records sampled model responses, stages merchant-reviewed product descriptions, and provides optional JSON-LD plus llms.txt output. ## 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} - Shopify MCP/UCP endpoint guide 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://ge

openapi: "3.1.0" info: title: GEO Agent version: "0.1.0" description: Shopify app for heuristic catalog-readiness audits, sampled model responses, and merchant-reviewed product fixes. servers: - url: https://geo-agent.fly.dev paths: /.well-known/agent.json: get: summary: Agent-facing manifest responses: "200": description: Agent manifest with Shopify billing commerce endpoints. content: application/json: schema: