AI storefront readability · MVP+

Make your store readable to AI

WordPress, Shopify, Etsy, Strapi, Contentful, and any CMS. Audit how agents see your catalog — then publish an llms.txt they can actually use. First-class MCP tools for Cursor & Claude.

Run a free audit Connect MCP

Built for merchants who want ChatGPT, Claude, Perplexity & Gemini to cite real products — not guess from screenshots.

Live demo

Audit any public storefront

Enter a URL to get a score gauge, platform badge, recommendations, and a downloadable llms.txt.

Platforms

One auditor. Seven store shapes.

WordPress

WP REST /wp-json when open, else HTML posts and Woo loops.

Shopify

Catalog from /products.json + collections for llms.txt sections.

Etsy

Best-effort public shop HTML → listing cards (no OAuth yet).

WooCommerce

Recognize Woo markup and product loops on self-hosted stores.

Strapi

Detect Strapi; probe public /api/<type>. Token via env when locked.

Contentful

CDN/meta detection; Delivery API with CONTENTFUL_* credentials.

Generic CMS

Fallback HTML + JSON-LD + Open Graph analysis for any site.

MCP

Agent-native tools

Run AgentShelf as an MCP server from Cursor or Claude Desktop. Same audit engine as the web demo — plus platform-specific catalog tools. Secrets from tool args or env are never logged.

Tools

audit_url
generate_llms_txt
list_platforms
shopify_products
wordpress_posts
strapi_entries
contentful_entries

Stdio: npm run mcp
HTTP JSON-RPC: POST /api/mcp

Cursor / Claude config

{
  "mcpServers": {
    "agentshelf": {
      "command": "npx",
      "args": ["tsx", "mcp/server.ts"],
      "cwd": "/path/to/agentshelf"
    }
  }
}

Examples

See AgentShelf on real store patterns

Offline fixtures — no network required. Click a card for score breakdown and llms.txt preview.

How it works

Three steps to agent-ready

Paste your store URL

AgentShelf fetches the page with a polite bot user-agent, timeout, and size guard.

Score AI readability

We detect the platform, extract products and meta, and score transparent breakdown keys.

Ship llms.txt

Copy or download a structured llms.txt so ChatGPT, Claude, Perplexity, and Gemini can cite you.

Pricing

Free to audit. Pro to publish.

Run a public audit anytime. Pro hosts your llms.txt, logs which agents fetch it, and re-syncs on a schedule.

Compare

Same auditor. Pro unlocks the shelf agents actually hit.

Free

$0/month

No card · forever

Start free audit

Pro

AgentShelf Pro

$19/month

Billed monthly · cancel anytime

Public URL audits

Yes

Yes, priority

Score + llms.txt download

Yes

MCP tools

Yes

Audit rate limit

10 / min

60 / min

Hosted llms.txt

Public URL agents can fetch

—

Included

Bot analytics

GPTBot, Claude, Perplexity, referrers

—

Included

Scheduled sync

Re-audit daily or weekly

—

Included

Saved audit history

—

Included

Support

Community

Email in 24h

Free includes

Public URL auditsYes
Score + llms.txt downloadYes
MCP toolsYes
Audit rate limit10 / min
SupportCommunity

Pro adds

Hosted llms.txtPublic URL agents can fetch
Bot analyticsGPTBot, Claude, Perplexity, referrers
Scheduled syncRe-audit daily or weekly
Saved audit history

Need a plan for multiple stores? Contact us for Agency pricing