{"domain":"tensorfeed.ai","site":"https://tensorfeed.ai/","url":"https://surfingdog.ai/b/tensorfeed.ai","state":"done","checked_at":"2026-10-14T10:01:34.207899Z","scored_at":"2026-10-14T10:06:44.176733Z","rules":{"version":3,"url":"https://surfingdog.ai/v1/score-rules?version=3"},"agentic_score":61,"grade":"B","profile":{"id":"general","label":"Business (type unknown)","from":"category","category":{"group":"software-ai","id":"ai_agents_and_tools","label":"AI agents and tools"}},"level":"askable","answers":[{"capability":"message","answer":"yes","door":{"type":"a2a","url":"https://tensorfeed.ai"},"how":"A2A","checked_at":"2026-10-14T10:01:34.207899Z"},{"capability":"book","answer":"no","door":null},{"capability":"order","answer":"yes","door":{"type":"openapi","url":"https://tensorfeed.ai/openapi.json"},"how":"OpenAPI operation POST /api/payment/buy-credits postBuyCredits","checked_at":"2026-10-14T10:01:34.207899Z"},{"capability":"signup","answer":"yes","door":{"type":"mcp","url":"https://mcp.tensorfeed.ai/mcp"},"how":"MCP tool register_free_watch","checked_at":"2026-10-14T10:01:34.207899Z"},{"capability":"cancel","answer":"no","door":null},{"capability":"negotiate","answer":"not_applicable","door":null}],"capabilities":[{"id":"find","group":"find","state":"yes","evidence":"tested","basis":"operation","via":"GET /api/payment/info getPaymentInfo","door":{"type":"openapi","url":"https://tensorfeed.ai/openapi.json"},"source_url":"https://tensorfeed.ai/openapi.json","checked_at":"2026-10-14T10:01:34.207899Z","weight":5,"points":5,"experimental":false},{"id":"catalogue","group":"readable","state":"yes","evidence":"tested","basis":"tool_name","via":"get_kev_catalog","door":{"type":"mcp","url":"https://mcp.tensorfeed.ai/mcp"},"source_url":"https://mcp.tensorfeed.ai/mcp","checked_at":"2026-10-14T10:01:34.207899Z","weight":5,"points":5,"experimental":false},{"id":"availability","group":"state","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"message","group":"core","state":"yes","evidence":"declared","basis":"protocol","via":"A2A","door":{"type":"a2a","url":"https://tensorfeed.ai"},"source_url":"https://tensorfeed.ai","checked_at":"2026-10-14T10:01:34.207899Z","weight":13.3,"points":13.3,"experimental":false},{"id":"negotiate","group":"negotiate","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"book","group":"core","state":"no","evidence":null,"door":null,"weight":13.3,"points":0,"experimental":false},{"id":"order","group":"core","state":"yes","evidence":"tested","basis":"operation","via":"POST /api/payment/buy-credits postBuyCredits","door":{"type":"openapi","url":"https://tensorfeed.ai/openapi.json"},"source_url":"https://tensorfeed.ai/openapi.json","checked_at":"2026-10-14T10:01:34.207899Z","weight":13.3,"points":13.3,"experimental":false},{"id":"signup","group":"core","state":"yes","evidence":"tested","basis":"tool_name","via":"register_free_watch","door":{"type":"mcp","url":"https://mcp.tensorfeed.ai/mcp"},"source_url":"https://mcp.tensorfeed.ai/mcp","checked_at":"2026-10-14T10:01:34.207899Z","weight":13.3,"points":0,"experimental":false},{"id":"pay","group":"core","state":"yes","evidence":"declared","basis":"protocol","via":"x402","door":{"type":"a2a","url":"https://tensorfeed.ai"},"source_url":"https://tensorfeed.ai","checked_at":"2026-10-14T10:01:34.207899Z","weight":13.3,"points":13.3,"experimental":false},{"id":"change","group":"after","state":"no","evidence":null,"door":null,"weight":7.5,"points":0,"experimental":false},{"id":"cancel","group":"after","state":"no","evidence":null,"door":null,"weight":7.5,"points":0,"experimental":false},{"id":"track","group":"state","state":"no","evidence":null,"door":null,"weight":10,"points":0,"experimental":false},{"id":"return","group":"after","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"receipt","group":"after","state":"yes","evidence":"tested","basis":"operation","via":"POST /api/receipt/verify postReceiptVerify","door":{"type":"openapi","url":"https://tensorfeed.ai/openapi.json"},"source_url":"https://tensorfeed.ai/openapi.json","checked_at":"2026-10-14T10:01:34.207899Z","weight":7.5,"points":7.5,"experimental":false},{"id":"feedback","group":"unscored","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"subscription","group":"after","state":"no","evidence":null,"door":null,"weight":7.5,"points":0,"experimental":false},{"id":"vouchers","group":"unscored","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"waitlist","group":"unscored","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"support","group":"unscored","state":"na","evidence":null,"door":null,"weight":0,"points":0,"experimental":false},{"id":"policies","group":"readable","state":"no","evidence":null,"door":null,"weight":5,"points":0,"experimental":false}],"fixes":[{"capability":"track","points":10,"title":"Let agents see the status","how":"Add a tool or operation such as get_order_status or GET /orders/{id} on your MCP door at https://mcp.tensorfeed.ai/mcp."},{"capability":"change","points":7,"title":"Let agents change a booking, an order or a membership","how":"Add a tool or operation that changes what an agent booked, ordered or signed up for, such as reschedule_booking, update_order or update_membership on your MCP door at https://mcp.tensorfeed.ai/mcp."},{"capability":"cancel","points":7,"title":"Let agents cancel","how":"Add a tool or operation that cancels a booking or an order, or ends a membership or an account, such as cancel_booking, cancel_order or end_membership on your MCP door at https://mcp.tensorfeed.ai/mcp, and publish your cancellation policy."},{"capability":"subscription","points":7,"title":"Let agents manage a membership","how":"Add tools to pause, resume or end a membership on your MCP door at https://mcp.tensorfeed.ai/mcp."},{"capability":"policies","points":5,"title":"Publish your policies for machines","how":"Link your cancellation, deposit and no-show policies from your pages and state their terms in words (such as \"free cancellation up to 24 hours before\"), or add a tool that returns them on your MCP door at https://mcp.tensorfeed.ai/mcp."}],"web_person_message":"Subject: What AI agents can do on tensorfeed.ai: 61/100\n\nHello,\n\nI checked tensorfeed.ai with Surfing Dog on 2026-10-14. It reads a website the way an AI assistant does when a customer asks it to book or buy, and scores how far it can go: 61/100 (B), counted as a business of a kind not known.\nFull result: https://surfingdog.ai/b/tensorfeed.ai\n\nAgents can already: find the business, read its catalogue, send it a message, order, sign a person up, pay and get a receipt.\n\nWhat's missing, biggest gain at the top:\n1. Let agents see where an order or a booking stands (+10 points)\n   What counts: get_order_status, track_order, order_status, lookup_order, GET /orders/{id}/status. UCP order management, or a line in your llms.txt such as \"Order lookup API: POST https://…/orders/lookup\".\n   Add an order lookup by order number and email, such as get_order_status, on your MCP server or in your OpenAPI document.\n2. Publish your terms for machines (+5 points)\n   What counts: get_policies. MerchantReturnPolicy markup, or a policy page linked from your pages that states its terms in words, such as \"free cancellation up to 24 hours before\".\n   Write your cancellation, deposit and no-show terms in one plain sentence next to the booking or order button, and on the policy page your footer links to.\n3. Let agents change a booking or an order (+7 points)\n   What counts: reschedule_booking, update_booking, change_reservation, update_order, modify_order, PATCH /bookings/{id}, PATCH /orders/{id}. An inbox that takes bookings or orders.\n   Add reschedule_booking or update_order next to the tool that creates the booking or the order.\n4. Let agents cancel (+7 points)\n   What counts: cancel_booking, cancel_order, cancel_membership, DELETE /bookings/{id}, DELETE /orders/{id}. An inbox that takes bookings or orders.\n   Add cancel_booking or cancel_order next to the tool that creates it, and state your cancellation terms in words.\n5. Let members pause, resume or end a membership through an agent (+7 points)\n   What counts: pause_membership, resume_membership, cancel_membership, update_membership, cancel_subscription. A door that pauses, resumes or ends a membership. A billing portal is made for people.\n   Add pause_membership, resume_membership and cancel_membership on your MCP server or in your OpenAPI document.\n\nAlready fine: your OpenAPI, MCP and A2A doors count; nothing to change there.\n\nOnce a change is live, open https://surfingdog.ai/b/tensorfeed.ai and choose \"Check again\": a fresh read can be asked for a few minutes after the last one.\nHow the score works: https://surfingdog.ai/v1/score-rules. It's not a certification; it's what the site and its doors said on 2026-10-14.\n\nThanks\n","rank":{"text":"#18 among software and AI companies","scope":{"group":"software-ai"},"position":18,"of":3111,"overall":{"position":18,"of":3111}},"indexable":true,"not_certification":"This is not a certification: it is what our crawler read on tensorfeed.ai's own site and doors on 2026-10-14, scored by the published rules. Nobody can pay for a score or a place.","badge":{"svg":"https://surfingdog.ai/badge/tensorfeed.ai.svg","snippet":"\u003ca href=\"https://surfingdog.ai/b/tensorfeed.ai\"\u003e\u003cimg src=\"https://surfingdog.ai/badge/tensorfeed.ai.svg\" alt=\"Agentic score, checked by Surfing Dog\" height=\"20\"\u003e\u003c/a\u003e"},"owner":{"claim":"https://surfingdog.ai/bot#claim","hide":"call update_business with score_page set to hidden, with the listing's claim token or a proof","opt_out":"https://surfingdog.ai/bot#stop"},"guide":{"note":"fixes: single changes under the rules; guide.lines: suggested steps.","gates":[],"headline":"tensorfeed.ai offers agents a way to order or sign up; we found no way to change, cancel or track it afterwards.","lines":[{"capability":"track","title":"Let agents see where an order or a booking stands","points":10,"state":"no","effort":3,"counts":"get_order_status, track_order, order_status, lookup_order, GET /orders/{id}/status. UCP order management, or a line in your llms.txt such as \"Order lookup API: POST https://…/orders/lookup\".","guide_url":"https://surfingdog.ai/guides/sell-through-ai-assistants/#after"},{"capability":"policies","title":"Publish your terms for machines","points":5,"state":"no","effort":0,"counts":"get_policies. MerchantReturnPolicy markup, or a policy page linked from your pages that states its terms in words, such as \"free cancellation up to 24 hours before\".","guide_url":"https://surfingdog.ai/guides/business-details-for-ai/"},{"capability":"change","title":"Let agents change a booking or an order","points":7,"state":"no","effort":3,"counts":"reschedule_booking, update_booking, change_reservation, update_order, modify_order, PATCH /bookings/{id}, PATCH /orders/{id}. An inbox that takes bookings or orders.","guide_url":"https://surfingdog.ai/guides/ai-assistant-bookings/"},{"capability":"cancel","title":"Let agents cancel","points":7,"state":"no","effort":3,"counts":"cancel_booking, cancel_order, cancel_membership, DELETE /bookings/{id}, DELETE /orders/{id}. An inbox that takes bookings or orders.","guide_url":"https://surfingdog.ai/guides/ai-assistant-bookings/"},{"capability":"subscription","title":"Let members pause, resume or end a membership through an agent","points":7,"state":"no","effort":3,"counts":"pause_membership, resume_membership, cancel_membership, update_membership, cancel_subscription. A door that pauses, resumes or ends a membership. A billing portal is made for people.","guide_url":"https://surfingdog.ai/guides/ai-assistant-bookings/#memberships"}],"cut":[]},"again":{"allowed":true,"how":"Press \"Check again\" on the result page, or call check_business with fresh set to true."},"report":{"tool":"report_door","url":"https://network.surfingdog.ai/v1/door-reports","guide":"https://network.surfingdog.ai/report.md","reward":"Your reports make us re-check doors, so your searches send you to doors that work. When a door's answer carries a token, keep it and send it with your report: it is your proof of what the business answered."}}