VideoCollectingExclusive

Skilled Trades

Long-horizon tool use: plumbing, painting, assembly and vehicle maintenance.

Hours: 96; of reviewed data
clips: 7.1k; 7,100 in total
Countries: 9; contributor locations
Annotations: 4; labels per item
Open bounties: 4; feeding this set
License from: $42,000; Exclusive

About this set.

Longer clips with tools in frame and a real, visible outcome. The hardest footage to find and the most valuable for long-horizon policies.

Use cases

Long-horizon planning
Tool use
Skill transfer

toolslong horizon

Annotation schema. One JSON record per item.

Field	Type	Description
Item
`id`uuid	uuid	Stable item ID, unchanged across refreshes
`contributor`string	string	Salted SHA-256 of the contributor wallet, never the address
`task`string	string	Bounty the item was captured against
`captured_at`ISO 8601	ISO 8601	Upload time, UTC
`country`ISO 3166-1	ISO 3166-1	Contributor country, two-letter code
Capture
`duration_sec`number	number	Clip length in seconds
`resolution`string	string	Width x height, 1920x1080 minimum
`fps`number	number	Frame rate, 30 minimum
`audio`enum	enum	Always stripped before delivery
Annotation
`annotations.task_label`enum	enum	Canonical task from the bounty taxonomy
`annotations.tools`string[]	string[]	Tools used, in order of first use
`annotations.steps`object[]	object[]	Label, start and end second for each step
`annotations.outcome`enum	enum	pass, partial or fail, judged by the reviewer
Provenance
`consent`object	object	Consent version and time, recorded per item
`attestation`object	object	EAS attestation UID on OP Mainnet

Schema preview. What one record looks like.

skilled-trades/sample.json

{
  "id": "2e921305-52e1-4554-a541-92fc7f7e73f2",
  "contributor": "sha256:91064137bdcefb01…0fffbd99",
  "task": "plumbing",
  "captured_at": "2026-08-13T11:16:00Z",
  "country": "ID",
  "duration_sec": 50.4,
  "resolution": "1920x1080",
  "fps": 30,
  "audio": "stripped",
  "annotations": {
    "task_label": "plumbing",
    "tools": [
      "adjustable wrench",
      "plumber's tape"
    ],
    "steps": [
      {
        "label": "loosen nut",
        "start": 2.1,
        "end": 9.8
      },
      {
        "label": "remove trap",
        "start": 9.8,
        "end": 17.4
      }
    ],
    "outcome": "pass"
  },
  "consent": {
    "recorded": true,
    "version": "2026-06",
    "at": "2026-08-13T11:16:00Z"
  },
  "attestation": {
    "chain_id": 10,
    "uid": "0xc91d7759b000a5cfd31571639e0a50f97af79e38db294130c30598f3c09781d3"
  }
}

Illustrative values in the delivered shape. Contributor wallets are hashed and never shipped.

Bounties feeding this set. Open now.

License tiers. Priced from this set's listed tier.

Research

Evaluate and publish. Not for products.

Not offered for this set

Non-commercial research and benchmarks
Full items, annotations and per-item JSON
Attestation UID for every item
12-month term, citation required

Commercial

Train models you ship.

Not offered for this set

Everything in Research
Train and deploy commercial models
Weights you train are yours to keep
Quarterly refreshes as the set grows

Exclusive

Listed

The set is yours alone for the term.

from$42,000

Everything in Commercial
Sole license for 24 months
Withdrawn from the public catalog
Custom bounties to extend it

This set is licensed at its listed tier or above. Final pricing depends on volume, refresh cadence and delivery.

Exclusive from$42,000