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ShopsForBots
Find online shops that AI agents can actually use
ShopsForBots is a searchable directory of online shops that publish UCP or MCP signals, so AI agents can search, fill a cart or check out. Every entry comes from our own checks and gets a transparent score. There is a free search API and an MCP endpoint for agents.
Top comment
Hi Product Hunt, I'm Paul. AI shopping agents only work if shops publish machine-readable entry points, but there was no place to find out which shops do. So we check shops ourselves (UCP manifest, MCP endpoint, llms.txt, metadata) and list what we find, with a score that is explained on the site. The list is a sample, mostly Shopify so far, and the scores are a first version. You can search and filter on the site, and agents can use the search API or the MCP endpoint (tools: search_shops, get_shop, list_categories). To use it tell your bot: "find shops on shopsforbots.com" I'd love feedback on which checks you'd want added and which shops are missing. Submissions are open.
About ShopsForBots on Product Hunt
“Find online shops that AI agents can actually use”
ShopsForBots was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #321 on the daily leaderboard. ShopsForBots is a searchable directory of online shops that publish UCP or MCP signals, so AI agents can search, fill a cart or check out. Every entry comes from our own checks and gets a transparent score. There is a free search API and an MCP endpoint for agents.
On the analytics side, ShopsForBots competes within API, Bots and Shopping — topics that collectively have 211.4k followers on Product Hunt. The dashboard above tracks how ShopsForBots performed against the three products that launched closest to it on the same day.
Who hunted ShopsForBots?
ShopsForBots was hunted by PaulNL. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of ShopsForBots including community comment highlights and product details, visit the product overview.