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Botfound: AI Agent Catalog
- by Tinkerer
- Free plan available. Free trial available.
- by Tinkerer
- Free plan available. Free trial available.
Optimize your product catalog for AI shopping agents. Fix data gaps in bulk, track readiness scores, and test agent search results.
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About the Botfound: AI Agent Catalog
Botfound helps optimize your product catalog for AI shopping agents by checking structured data like categories, attributes, barcodes, descriptions and images. Get a readiness score for every product and your store policies, with clear guidance on what's missing and how to fix it. Use bulk rules to set categories, category attributes, product types and image alt text across multiple products at once. Preview all changes before applying them, then undo any run with one click if needed. Test shopper queries through your store's own agent search and pin expected items to verify results. The app automatically checks your agents.md, llms.txt and UCP profile, tracking your catalog score over time so AI agents can find and recommend your products accurately.
Launched: October 28, 2026
Key features
- Readiness Score for every product and store policies, with fix guidance
- Bulk rules for categories, attributes, product types and image alt text
- Preview every change before applying, then undo any run in one click
- Test shopper queries through your store's agent search and pin expected items
- Checks agents.md, llms.txt and your UCP profile, with automatic rescans
Category:
Pricing of Botfound: AI Agent Catalog
Free
Free
- Readiness Score for up to 100 products
- 3 saved agent search tests
- Discovery: agents.md, llms.txt, UCP
- Fix rules: preview only
- Weekly automatic rescan
Pro
$19 / month
- Unlimited products scanned
- Bulk fixer for every matching product
- One-click undo of any fix run
- 25 saved agent search tests
- Daily automatic rescan
