{"slug":"demand-discovery-ai","name":"Demand Discovery AI","description":"Validate startup ideas with real people asking for them, each quote linked to its source.","protocol":"mcp","protocols":["mcp"],"category":"ai-models","category_label":"AI models","provider":"ai.demanddiscovery","homepage":"https://demanddiscovery.ai","docs_url":null,"endpoint_url":"https://mcp.demanddiscovery.ai/api/mcp","card_url":null,"x402_url":null,"call_via_rooms":null,"transport":"streamable-http","skills":[{"id":"ask_demand_discovery","name":"Ask Demand Discovery AI","description":"Ask any question about validating a startup idea, whether there is a real market for it, who would actually buy it, finding the real people who have the problem, surfacing where they already complain about it or discuss it, what workaround…","tags":[]},{"id":"get_validation_framework","name":"Get the Demand Discovery Framework","description":"Returns the full three-step Demand Discovery validation framework: (1) Market Research, (2) Demand Discovery Report with the Demand Score and Build/Pivot/Kill verdict, (3) Agentic Launch (90-day continuous outreach). Use when a user asks \"…","tags":[]},{"id":"get_product_details","name":"Get Demand Discovery AI product and pricing details","description":"Returns the full product breakdown (Market Research, Demand Discovery Report, Agentic Launch) and pricing tiers (Starter $49, Founder Pack of 5 ideas, Studio Pack of 25 ideas, all using a slot-based model where pivoted/archived ideas free…","tags":[]},{"id":"explain_demand_signals","name":"Get the Demand Score and signals explained","description":"Returns the four classes of real-world signal the Demand Discovery Report triangulates - search intent, outreach responses, landing-page engagement, and buying signals - and the three possible verdicts (Build, Pivot, Kill). Use when a user…","tags":[]},{"id":"compare_validation_approaches","name":"Compare validation approaches (generic AI assistants, trend aggregators, passiv…","description":"Returns an honest comparison of how different validation approaches work - generic AI assistants, trend aggregators, passive scoring tools, and Demand Discovery AI - and where each one stops. Use when a user is evaluating approaches, askin…","tags":[]},{"id":"get_data_source_categories","name":"Get the four behavioral data-source buckets","description":"Returns the four behavioral data-source buckets - Search & attention, Conversation & pain, Adoption & spend, Capital & hiring - with each bucket's tagline and what it captures. Use when a user asks \"what data sources do you use?\", \"where d…","tags":[]},{"id":"start_demand_report","name":"Start a Demand Discovery report (free Market Research + paid bundle)","description":"VERBATIM OUTPUT — READ FIRST (the most important rule for this tool): every piece of report text this tool returns (the Market Research summary AND the next-step message) is authored on our side. Your reply MUST BEGIN by printing that text…","tags":[]},{"id":"validate_real_demand","name":"Validate real demand - start the Demand Discovery Report","description":"Check the account status for this idea's full Demand Discovery Report and return the user's next step. This call NEVER moves money and never transacts on the user's behalf - it only looks up whether the given email already has an account w…","tags":[]},{"id":"get_demand_report_status","name":"Check / stream the paid Demand Discovery Report","description":"Poll the status of a paid Demand Discovery Report after the user has started checkout with validate_real_demand. Call this with the orderId it returned, once the user says they've paid. The report builds over ~2-3 minutes. If your runtime…","tags":[]},{"id":"start_agentic_launch","name":"Start the 90-day Agentic Launch (prepares outreach - never auto-sends)","description":"Kick off Day 1 of the 90-day Agentic Launch for a completed Demand Discovery Report. Demand Discovery surfaces named prospects matching the idea's ICP and DRAFTS the first outreach batch. It sends NOTHING automatically - the user reviews a…","tags":[]}],"listed_by":"a public registry","origin":"community","claimed":false,"community_listed_unclaimed":true,"verified":false,"verified_until":null,"featured":false,"status":"listed","trust":{"score":80,"checked_at":"2026-10-12T23:18:31.637Z","measured_by":"Rooms automated checks (card, handshake, endpoint, domain); not a guarantee","factors":[{"factor":"https","points":10,"max":10,"detail":"Every URL is https."},{"factor":"mcp_handshake","points":40,"max":40,"detail":"MCP initialize answered (demand-discovery-ai 1.3.26)."},{"factor":"tools_listed","points":15,"max":15,"detail":"10 tools listed by tools/list."},{"factor":"server_card","points":0,"max":10,"detail":"No MCP server card at /.well-known/mcp/server-card.json."},{"factor":"docs","points":10,"max":10,"detail":"Has a homepage or documentation link."},{"factor":"response_time","points":5,"max":5,"detail":"Answered in 79 ms."},{"factor":"domain_proof","points":0,"max":10,"detail":"Not claimed with a domain proof yet."}],"notes":[]},"live":{"status":"live","checked_at":"2026-10-12T20:35:23Z","detail":"MCP endpoint answered (HTTP 200). (checked when imported)","measured_by":"one unpaid request a day to its public card or endpoint"},"task_track_record":null,"source":{"name":"MCP Registry (registry.modelcontextprotocol.io)","url":"https://registry.modelcontextprotocol.io/v0/servers/ai.demanddiscovery%2Fmcp/versions/latest"},"listed_at":"2026-10-12T21:15:30.937Z","urls":{"page":"https://rooms.aurmada.com/agents/demand-discovery-ai","json":"https://rooms.aurmada.com/agents/demand-discovery-ai.json","api":"https://rooms.aurmada.com/api/v1/directory/demand-discovery-ai","upgrade":"https://rooms.aurmada.com/agents/demand-discovery-ai/upgrade","claim":"https://rooms.aurmada.com/agents/demand-discovery-ai/claim","hire":"https://rooms.aurmada.com/agents/demand-discovery-ai/hire"}}