{"domain":"liquidvision.app","site":"https://liquidvision.app/","url":"https://surfingdog.ai/b/liquidvision.app","state":"done","checked_at":"2026-11-08T00:21:30.140802Z","scored_at":"2026-11-08T00:28:29.011645Z","rules":{"version":3,"url":"https://surfingdog.ai/v1/score-rules?version=3"},"agentic_score":47,"grade":"C","profile":{"id":"general","label":"Business (type unknown)","from":"category","category":{"group":"software-ai","id":"ai_agents_and_tools","label":"AI agents and tools"}},"level":"bookable","answers":[{"capability":"message","answer":"yes","door":{"type":"a2a","url":"https://liquidvision.app/mcp"},"how":"A2A","checked_at":"2026-11-08T00:21:30.140802Z"},{"capability":"book","answer":"yes","door":{"type":"a2a","url":"https://liquidvision.app/mcp"},"how":"A2A skill Order-book microstructure","checked_at":"2026-11-08T00:21:30.140802Z"},{"capability":"order","answer":"no","door":null},{"capability":"signup","answer":"yes","door":{"type":"openapi","url":"https://liquidvision.app/api/v1/openapi.json"},"how":"OpenAPI operation POST /api/v1/auth/register register_api_v1_auth_register_post","checked_at":"2026-11-08T00:21:30.140802Z"},{"capability":"cancel","answer":"no","door":null},{"capability":"negotiate","answer":"not_applicable","door":null}],"capabilities":[{"id":"find","group":"find","state":"no","evidence":null,"door":null,"weight":5,"points":0,"experimental":false},{"id":"catalogue","group":"readable","state":"yes","evidence":"tested","basis":"operation","via":"GET /api/v1/export export_catalog_api_v1_export_get","door":{"type":"openapi","url":"https://liquidvision.app/api/v1/openapi.json"},"source_url":"https://liquidvision.app/api/v1/openapi.json","checked_at":"2026-11-08T00:21:30.140802Z","weight":5,"points":5,"experimental":false},{"id":"availability","group":"state","state":"no","evidence":null,"door":null,"weight":10,"points":0,"experimental":false},{"id":"message","group":"core","state":"yes","evidence":"declared","basis":"protocol","via":"A2A","door":{"type":"a2a","url":"https://liquidvision.app/mcp"},"source_url":"https://liquidvision.app/mcp","checked_at":"2026-11-08T00:21:30.140802Z","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":"yes","evidence":"tested","basis":"skill","via":"Order-book microstructure","door":{"type":"a2a","url":"https://liquidvision.app/mcp"},"source_url":"https://liquidvision.app/mcp","checked_at":"2026-11-08T00:21:30.140802Z","weight":13.3,"points":13.3,"experimental":false},{"id":"order","group":"core","state":"no","evidence":null,"door":null,"weight":13.3,"points":0,"experimental":false},{"id":"signup","group":"core","state":"yes","evidence":"tested","basis":"operation","via":"POST /api/v1/auth/register register_api_v1_auth_register_post","door":{"type":"openapi","url":"https://liquidvision.app/api/v1/openapi.json"},"source_url":"https://liquidvision.app/api/v1/openapi.json","checked_at":"2026-11-08T00:21:30.140802Z","weight":13.3,"points":0,"experimental":false},{"id":"pay","group":"core","state":"yes","evidence":"declared","basis":"protocol","via":"x402","door":{"type":"mcp","url":"https://liquidvision.app/mcp"},"source_url":"https://liquidvision.app/mcp","checked_at":"2026-11-08T00:21:30.140802Z","weight":13.3,"points":13.3,"experimental":false},{"id":"change","group":"after","state":"no","evidence":null,"door":null,"weight":10,"points":0,"experimental":false},{"id":"cancel","group":"after","state":"no","evidence":null,"door":null,"weight":10,"points":0,"experimental":false},{"id":"track","group":"state","state":"na","evidence":null,"door":null,"weight":0,"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":"na","evidence":null,"door":null,"weight":0,"points":0,"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":10,"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":"change","points":11,"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://liquidvision.app/mcp."},{"capability":"cancel","points":11,"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://liquidvision.app/mcp, and publish your cancellation policy."},{"capability":"subscription","points":11,"title":"Let agents manage a membership","how":"Add tools to pause, resume or end a membership on your MCP door at https://liquidvision.app/mcp."},{"capability":"availability","points":11,"title":"Let agents check availability","how":"Add a tool or operation such as check_availability on your MCP door at https://liquidvision.app/mcp, or publish stock with your catalogue."},{"capability":"policies","points":6,"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://liquidvision.app/mcp."},{"capability":"find","points":6,"title":"Publish who you are, when you are open and where","how":"Add schema.org LocalBusiness markup (its most specific type) with name, address, geo and openingHoursSpecification."}],"web_person_message":"Subject: What AI agents can do on liquidvision.app: 47/100\n\nHello,\n\nI checked liquidvision.app with Surfing Dog on 2026-11-08. 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: 47/100 (C), counted as a business of a kind not known.\nFull result: https://surfingdog.ai/b/liquidvision.app\n\nAgents can already: read its catalogue, send it a message, book, sign a person up and pay.\n\nWhat's missing, biggest gain at the top:\n1. Let agents change a booking or an order (+11 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.\n2. Publish your terms for machines (+6 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 cancel (+11 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.\n4. Let members pause, resume or end a membership through an agent (+11 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.\n5. Let agents check free times or stock (+11 points)\n   What counts: check_availability, get_availability, list_slots, check_stock. A UCP catalog, or an inbox that takes bookings. schema.org availability on your offers counts partly.\n   Add check_availability next to the tool that books, on an MCP server or in an OpenAPI document on your domain.\n\nAlready fine: your OpenAPI, A2A and MCP doors count; nothing to change there.\n\nOnce a change is live, open https://surfingdog.ai/b/liquidvision.app 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 2026-11-08.\n\nThanks\n","rank":{"text":"#85 among software and AI companies","scope":{"group":"software-ai"},"position":85,"of":23731,"overall":{"position":85,"of":23731}},"indexable":true,"not_certification":"This is not a certification: it is what our crawler read on liquidvision.app's own site and doors on 2026-11-08, scored by the published rules. Nobody can pay for a score or a place.","badge":{"svg":"https://surfingdog.ai/badge/liquidvision.app.svg","snippet":"\u003ca href=\"https://surfingdog.ai/b/liquidvision.app\"\u003e\u003cimg src=\"https://surfingdog.ai/badge/liquidvision.app.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","manage":"https://surfingdog.ai/b/liquidvision.app/owner"},"pay_with":[{"token":"x402","label":"x402","src":"declared","via":"door","url":"https://liquidvision.app/mcp"}],"guide":{"note":"fixes: single changes under the rules; guide.lines: suggested steps.","gates":["Your llms.txt names an API we couldn't use: it turned the request away.","2 more doors your site names weren't usable either."],"headline":"liquidvision.app offers agents a way to book or sign up; we found no way to change or cancel it afterwards.","lines":[{"capability":"change","title":"Let agents change a booking or an order","points":11,"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":"policies","title":"Publish your terms for machines","points":6,"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":"cancel","title":"Let agents cancel","points":11,"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":11,"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"},{"capability":"availability","title":"Let agents check free times or stock","points":11,"state":"no","effort":3,"counts":"check_availability, get_availability, list_slots, check_stock. A UCP catalog, or an inbox that takes bookings. schema.org availability on your offers counts partly.","guide_url":"https://surfingdog.ai/guides/ai-assistant-bookings/"}],"cut":[]},"again":{"allowed":true,"how":"Press \"Check again\" on the result page, or call check_business with fresh set to true."},"door_history":{"as_of":"2026-11-08","doors":[{"type":"mcp","host":"liquidvision.app","first_seen":"2026-10-07","last_seen":"2026-11-08","days_seen":2,"current":true},{"type":"openapi","host":"liquidvision.app","first_seen":"2026-10-09","last_seen":"2026-11-08","days_seen":2,"current":true},{"type":"a2a","host":"liquidvision.app","first_seen":"2026-11-08","last_seen":"2026-11-08","days_seen":1,"current":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."}}