{
  "id": "unidata",
  "name": "Unidata",
  "provider_url": "https://unidata.pro",
  "status": "unclaimed",
  "short": "Egocentric and teleoperation robot data collected to order.",
  "tags": [
    "egocentric video",
    "teleoperation",
    "kinesthetic",
    "robotics",
    "physical AI",
    "consented",
    "custom collection",
    "hand pose",
    "IMU"
  ],
  "capabilities": {
    "modalities": [
      "video",
      "sensor"
    ],
    "tasks": [
      "first-person video of household activities (coffee-making, cooking, object handling, chores)",
      "RGB video with depth, full-body pose, hand pose, 6DoF head pose and synchronised IMU",
      "teleoperation on the client's robot via VR controllers, space mice or exoskeleton rigs",
      "kinesthetic demonstrations with joint states, end-effector pose and force-torque logged",
      "custom collection scoped per client"
    ]
  },
  "pricing": {
    "model": "Quote after scoping",
    "from_usd": 0,
    "unit": "project",
    "notes": "No price is published. 'we'll scope, price, and schedule' (egocentric page); for robotics, pricing is agreed at the 'Agreement & NDA' stage."
  },
  "latency": {
    "typical": "Most projects start delivering within two weeks",
    "notes": "Stated on the egocentric page; the robotics page gives no turnaround."
  },
  "freshness": {
    "mode": "on_demand",
    "typical_age": "Captured after scoping and a sample or pilot",
    "notes": "A base dataset (4,050 hours, 15,000+ scenarios) is also licensed; that is archive, not a commission."
  },
  "coverage": {
    "regions": [
      "Not stated"
    ],
    "notes": "No collection countries are listed. Contact address is Meydan Grandstand, Dubai, UAE."
  },
  "licensing": {
    "summary": "Egocentric page: 'Every participant signs a commercial-use release before recording' and the base dataset is 'available under a commercial license'. Robotics page: 'All data collected on your equipment belongs to you and stays under NDA.' The terms-of-use URL currently serves only a cookie policy, so no contractual ownership, AI-training or resale clause could be read. The privacy policy names consent as the basis for 'Training and/or testing of neural network algorithm models' using anonymised data, in a different context (anti-spoofing). AI training and resale of delivered data are not stated.",
    "buyer_owns_output": true
  },
  "verification": {
    "human": {
      "level": "none",
      "unknown": "Participants sign a commercial-use release ('Mixed age and gender across hundreds of contributors'); a release is a rights document, not an identity check at enrolment (STANDARD \u00a73). How collectors are recruited, identified or vetted is not published."
    },
    "application": {
      "level": "none",
      "unknown": "No capture-app or device attestation is documented."
    },
    "camera": {
      "level": "none",
      "unknown": "Not a signed capture, so none (STANDARD \u00a73). What is stated: Wearable and tracking rigs: Pico 4 Ultra headsets, motion trackers, ZED stereo cameras, tactile gloves, grippers (robotics page). No C2PA or signed capture; Unidata is not on the C2PA conforming products list."
    },
    "time": {
      "level": "claimed",
      "method": "Streams are time-synchronised across modalities (IMU, depth, pose).",
      "unknown": "Synchronisation aligns streams to each other; no signed capture time."
    },
    "location": {
      "level": "none",
      "unknown": "No location proof is documented."
    },
    "content": {
      "level": "claimed",
      "method": "A sample or pilot batch precedes the agreement, then 'Quality Control' (robotics page); a Quality Control Department page exists.",
      "unknown": "Acceptance criteria and QC results are not published."
    },
    "corroboration": {
      "level": "none",
      "unknown": "No independent check of collected data is documented."
    }
  },
  "api": {
    "available": false,
    "self_serve": false,
    "auth": [
      {
        "type": "other",
        "how_to_get": "Contact via unidata.pro/contact-us (info@unidata.pro); steps: briefing and scope, sample or pilot, agreement and NDA."
      }
    ],
    "mcp": {
      "remote": null,
      "registry_name": null,
      "first_party": false,
      "notes": "No server found in the official MCP Registry (searched the provider name, 2026-10-27)."
    },
    "notes": "No API or ordering docs. No /.well-known/ucp, agent-card.json, irlpls or oauth-protected-resource document found (2026-10-27)."
  },
  "delivery": {
    "modes": [
      "commission"
    ],
    "speed": "weeks",
    "basis": "'Most projects start delivering within two weeks.' (a start, not completion)",
    "formats": [
      "mp4",
      "rrd",
      "json"
    ]
  },
  "access": {
    "cost": "quote",
    "key_required": true,
    "tested_live": null,
    "gate": "contract"
  },
  "payment": {
    "agent_can_pay": false,
    "notes": "No payment methods published; terms are agreed at the Agreement & NDA stage."
  },
  "capture": {
    "by": "people",
    "consent": {
      "documented": true,
      "method": "'Every participant signs a commercial-use release before recording.'",
      "evidence_url": "https://unidata.pro/data-collection/egocentric-video-data/",
      "unknown": "The release text, bystander handling and withdrawal are not published."
    },
    "worker_pay": {
      "model": "not published",
      "disclosed": false
    }
  },
  "requester": {
    "unknown": "Unidata publishes no check of who commissions collection or for what; projects start with a briefing and an NDA."
  },
  "spec_version": "2026-10-26",
  "updated": "2026-10-28",
  "capability": "com.irlpls.capture.card",
  "expires": "2027-10-27",
  "summary": "Unidata (Unidata L.L.C-FZ, Dubai) collects first-person video of daily activities with synchronised depth, pose and IMU, and teleoperation or kinesthetic demonstrations on the client's own robot. Scope, volume and price are agreed with the team; no price is published. It states that every participant signs a commercial-use release and that most projects start delivering within two weeks. Its terms page published today is only a cookie policy, so ownership and AI-training rights of delivered data are not stated beyond 'data collected on your equipment belongs to you'.",
  "sources": [
    {
      "claim": "Egocentric offering: 15,000+ scenarios, 4,050 hours, RGB/depth/pose/hand pose/IMU, tactile on roadmap, 'we'll scope, price, and schedule', 'Most projects start delivering within two weeks', mp4/rrd/json, commercial-use release, 'available under a commercial license'",
      "url": "https://unidata.pro/data-collection/egocentric-video-data/"
    },
    {
      "claim": "Teleoperation and kinesthetic collection on client robots, equipment list, five-step process incl. Agreement & NDA with pricing, 'All data collected on your equipment belongs to you and stays under NDA'",
      "url": "https://unidata.pro/robotics-training-data/"
    },
    {
      "claim": "Legal entity Unidata L.L.C-FZ; terms-of-use URL serves cookie policy only",
      "url": "https://unidata.pro/terms.md"
    },
    {
      "claim": "Privacy policy: consent basis for neural-network training on anonymised data; no ownership clause",
      "url": "https://unidata.pro/privacy-policy/"
    },
    {
      "claim": "Contact address Dubai, UAE",
      "url": "https://unidata.pro/llms.txt"
    },
    {
      "claim": "No Unidata server in the official MCP Registry",
      "url": "https://registry.modelcontextprotocol.io/v0/servers?search=unidata"
    }
  ]
}