Shelf GEO
Shelf GEO is official presence in ChatGPT Apps and Claude Connectors: named tools, interactive widgets, and deep links back to your website. The model invokes your product instead of summarizing a competitor’s blog post.
Being on the AI shelf changes who the model calls, not just what it reads. Four shifts that decide whether your brand gets invoked.
Users discover through conversation — “package holidays from Manchester under £800”, “broadband in Leeds”. Store metadata and tool names match those jobs. Your brand appears in the store UI and @mention flows under your name.
Search, compare, quote, and navigate tools return structuredContent for carousel and detail views. Every interaction is a qualified click-out to your domain with UTM attribution — not an affiliate paragraph in a generic AI answer.
Even national brands win geo-shaped queries when tools accept airport, postcode, region, or store-radius parameters. Example prompts in store metadata teach the model when to call you for local intent.
The same MCP server on mcp.yourbrand.com powers ChatGPT and Claude. Cross-platform presence compounds visibility once review passes on both stores.
Launch engagement includes build, review, and store submission on your domain.
Remote MCP at mcp.yourbrand.com/mcp with geo- and category-shaped tool names, privacy policy, and health checks store reviewers expect.
Carousel, detail, and book-on-your-site flows via structuredContent — the pattern consumers see in ChatGPT Apps today.
ChatGPT Apps platform JSON + review cycle; Claude Connectors via Team portal playbook — both under your brand, not a reseller wrapper.
Metadata and docs teach the model when to invoke you for place- and category-shaped questions.
Mechanism
User experience
Funnel control
Moat
No. It adds the AI app-store channel. Citation GEO (docs, schema, local SEO) still matters for text answers and trust. Shelf GEO is where shoppers already ask AI to compare and buy.
No. Model discretion, engagement signals, and store policies all matter. We optimize tool naming, metadata, and widget quality — the levers you control — and run honest scoping before SOW.
Search/list/quote journeys we can implement server-side: documented API, partner feed, CMS export, or MCPBundles relay from your site. Static brochure copy alone is a weak fit until we add structured inventory.
Shelf GEO is consumer stores. Directory coverage adds Cursor, MCP Registry, MCPBundles /skills, and community indexes so developers and autonomous agents find mcp.yourbrand.com too. Managed MCP Apps includes both.
Request a directory launch — we reply within one business day with next steps and a scoping call invite.
Request a directory launch