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hatchloop-aeo

v1.0.0

Published

Check how visible your store is to AI answer engines (ChatGPT, Perplexity, Gemini) and AI shopping agents — from the command line. Free, zero deps.

Readme

AI-Visibility Checker

Is AI recommending your store? Buyers increasingly ask ChatGPT, Perplexity and Gemini "what's the best…" instead of Googling — and the store the model names gets the click. This is a free, zero-dependency CLI that scores how visible your store is to AI answer engines and AI shopping agents.

npx github:basilalshukaili/ai-visibility-checker yourstore.com
  AI Search Visibility:    ████████░░░░░░░░░░░░  41/100 (D)
  Agent-Commerce Ready:    █████████████████░░░  86/100 (A)

  Weakest areas: schemaCoverage, answerReadiness

  → Full report, competitor comparison & the $99 fix list:
    https://hatchloop.dev/ai-visibility-check

What it checks

  • AI Search Visibility — can ChatGPT / Perplexity / Gemini find and recommend you? (product schema, answer-readiness, product feed, multi-market hygiene, discoverability)
  • Agent-Commerce Readiness — can an AI shopping agent actually buy from you? (agents.md, products.json, machine-readable price/availability, GTINs, MCP endpoint)

No API key. No sign-up. It reads your public storefront via the free Hatchloop engine.

Why this matters (real data)

We audited 22 leading DTC brands for AI-visibility. The results:

| Metric | Finding | |---|---| | Median AI-Visibility score | 52 / 100 | | Highest score in the set | 64 — nobody cleared a B | | Scored D or F | 32% | | Zero product schema (invisible to AI) | 32% | | Behind a direct competitor | 27% | | No MCP endpoint | 91% |

In AI answers there is no page two. The position of "the brand AI recommends" is, in most categories, unclaimed. Read the full report →

Free tools to fix the gaps

MCP server

Building with agents? There's an MCP server too: https://hatchloop.dev/mcp/ai-visibility (tools: check_ai_visibility, check_agent_commerce).

License

MIT — by Hatchloop. PRs welcome.