Depth of the board and the tool
The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the board, the iron and the component sit in the same frame as the hands.
Now recruiting capture teams worldwide. Get paid to record first-person video of real work.
Apply to captureTask family
Why stereo and MCAP here
The site states that a stereo pair at human-eye spacing makes depth recoverable from every frame pair, so the board, the iron and the component sit in the same frame as the hands.
Board work keeps both hands near the board for the whole step. 3D hand pose carries a per-joint visibility flag, so a finger hidden behind the board or the iron is flagged as hidden rather than silently guessed.
Placing components, seating connectors, soldering, trimming leads and inspecting joints are different operations. Streams are hardware-triggered onto one clock with a 2.0 ms cross-stream ceiling, and action segments carry start, end, verb and noun as the skill spec defines them.
MCAP stores multiple channels of timestamped, pre-serialized data, so a stereo pair, hand pose and IMU can share one file on one log-time axis. Which streams go in the file is set in the skill spec.
Definition
It is first-person video of a person working at a circuit board, recorded from their own point of view with two calibrated cameras and with hand pose and sensor streams alongside. The tasks are the two rows the site’s catalog lists in Electronics Manufacturing & E-Waste. Stereo describes the capture, and MCAP describes the container. They are separate choices.
The site does not state that stereo is already running on these rows. The catalog lists a head-mounted phone or a multiview rig as the capture setup, and a stereo pair is a capture choice agreed in the skill spec and confirmed on a Spec Pilot. The data is human capture by paid, consented contributors, not robot or teleoperation data. Firsthand is not affiliated with Foxglove or the MCAP maintainers.
Catalog rows
Two, both in the Electronics Manufacturing & E-Waste environment under the Manufacturing & Workshops sector, both listed as Available on request, which the site defines as scoped and recruited to spec when a buyer asks for it. "Circuit board assembly" reads "Place components on the board, seat connectors and secure parts before soldering." and is rated Medium. "Component soldering" reads "Solder components to the board with an iron and solder wire, trim leads and inspect joints." and is rated Hard.
Both list a head-mounted phone or a multiview rig as the capture setup. The first table below reproduces them as the catalog states them. This page names only the tools, components and steps that appear in those rows: a board, components, connectors, an iron, solder wire, leads and joints, and placing, seating, securing, soldering, trimming and inspecting.
Difference
The egocentric soldering and PCB rework page covers the soldering rows, "Component soldering" and "Solder through-hole", as first-person capture with ten streams, and the egocentric electronics assembly page covers board, connector, housing and harness rows from the catalog. The stereo electrical installation page covers five electrical rows and lists no board or soldering rows. None of them gives these two rows a stereo and MCAP treatment.
This page is the stereo and MCAP treatment of just "Circuit board assembly" and "Component soldering". It does not cover the through-hole row, which sits in another environment, or the housing and harness rows. The comparison table below sets the pages side by side.
Why stereo
Board work is about the state of a small assembly: which components are placed, which connectors are seated, which joints are made, which leads are trimmed, which joints have been inspected. A stereo pair recovers depth from the calibrated frame pair rather than from a standalone depth sensor, so the board and the tool share a frame with the hands. The site gives no depth accuracy figure and no label for how a joint looks, so whether a joint is resolvable in depth is Not stated.
The site states that small fasteners can fall below a depth sensor’s reliable floor, that hand pose stays valid at that range, and that metric depth on sub-centimetre parts is flagged rather than interpolated. It states no depth floor for board features, leads or joints, so confirm it in the spec. The setting, a real workplace or a staged set, is also agreed in the spec: the site does not say where any batch is captured.
Capture setup
The site describes two stereo setups and does not say which one a board order uses. The hard-environments stack is a global-shutter 4K/60 head camera with a 120° lens, two 1080p/60 wrist cameras, a depth sensor at 848×480 and 30 fps, and 200 Hz 6-DoF IMUs. The off-the-shelf stereo head rig, dataset 06, is dual fisheye cameras at 1080p per eye, a 62 mm baseline, per-unit calibration, a 9-axis IMU and hand-tracking output.
Which rig, resolution and streams a soldering or board assembly order uses is Not stated on the site, and the third table below sets what is stated beside what is not. Intrinsics and extrinsics are re-solved at the start and end of every session, and streams are hardware-triggered onto one clock with a 2.0 ms cross-stream ceiling.
MCAP
MCAP is an open source container file format for multimodal log data, supporting multiple channels of timestamped pre-serialized data. It is serialization-agnostic, so messages can be Protobuf, DDS (CDR), ROS, JSON and more. Its design is row-oriented and append-only, it stores schemas alongside the data, and it offers an optional index plus optional LZ4 or Zstandard chunk compression.
Reader and writer libraries exist for C++, Go, Python, Rust, Swift and TypeScript, and the mcap CLI can inspect, merge and split files. The foxglove/mcap repository is MIT-licensed; that is the MCAP project’s licence, not the licence of a Firsthand delivery. The MCAP hub page and the glossary entry cover the format in full.
Streams
Firsthand offers MCAP delivery, and dataset 06 is stated as shipping as MCAP. For board work the site states hand pose, a stereo-derived depth stream, IMU, contact events, action segments and per-frame instance masks elsewhere. What it does not state is which of those are channels in an MCAP file, how they are named, what encoding they use or at what rate.
No topic name, message schema or rate is stated on this page, and none should be assumed. Name the streams that matter in the skill spec and confirm them on a Spec Pilot batch. The fourth table below sets each stream beside what the site states about it.
Failure modes
Hands are the first risk. An iron is held in one hand while the other steadies the board or feeds the wire, and the contact point is often hidden behind the fingers. The visibility flag on each joint is the answer the site gives, and contact events mark when a hand or tool meets an item. A spec can also ask for wrist views, so a grip the head camera loses is still recorded.
Depth is the second. The site says depth degrades on wet and reflective surfaces and masks low-confidence regions with per-frame confidence maps, and an episode is rejected when more than 35 percent of depth pixels in the manipulation region are invalid. The site does not say how depth behaves on a board, a lead or a joint, so this page promises no figure.
Calibration is the third, because stereo depth is only as good as the rectification behind it: calibration is measured at the start and end of every session under a 0.28 px RMS gate. An episode is also rejected when the manipulated object is out of frame for more than 15 percent of it or an undocumented bystander appears, and a reject log ships with every batch.
Privacy
A bench or a factory floor can be a shared space, so bystanders matter, and a screen can be in view. For every delivered episode the site states that faces, plates and screens are blurred irreversibly and that footage that cannot be de-identified is discarded.
The site states no contributor safety protocol, no joint-quality criterion, no iron setting and no certification for either row, so this page describes none. Capture at your own facility is listed as not offered.
Scale
Off-the-shelf covers what is already in stock: the stereo category lists the stereo datasets and hand-tracking video, and only dataset 06 is stated as MCAP. This page does not claim off-the-shelf coverage of the soldering or board assembly rows. Custom collection covers the rest: custom collection at scale through a network of thousands of capture providers, for a consistent, recurring data flow to labs.
Where coverage is deep, the median time from signed spec to first validated batch is a median of 48 hours; where it is thin, turnaround runs three to four weeks. The site does not say which applies to these rows, so ask when you request the quote. Collections are billed per validated hour.
Ordering
Describe the tool, the board and components, the setting and the steps in order, what counts as one completed step, and the variation your pipeline is missing. Then name the streams you want in the file, the topic naming and message encoding your reader expects, whether calibration ships inside the file or beside it, and whether MCAP is the only delivery or sits beside RLDS, LeRobot or WebDataset.
Most programs begin with a Spec Pilot, a small first batch that proves the spec and accept criteria on real footage before you scale. The fifth table below shows what each spec element decides.
At a glance
Every collection runs through the same seven-stage end-to-end custom collection pipeline. End-to-end custom data collection is a managed service that takes an AI data need from problem to owned dataset in a single accountable pipeline.
Catalog rows
| Task (as listed) | Description (as listed) | Environment | Skill | Capture setup | Status |
|---|---|---|---|---|---|
| Circuit board assembly | Place components on the board, seat connectors and secure parts before soldering. | Electronics Manufacturing & E-Waste | Medium | Phone (head-mounted) / multiview rig | Available on request |
| Component soldering | Solder components to the board with an iron and solder wire, trim leads and inspect joints. | Electronics Manufacturing & E-Waste | Hard | Phone (head-mounted) / multiview rig | Available on request |
Compared pages
| Page | Rows it covers | Treatment of the two board rows |
|---|---|---|
| This page: stereo soldering and circuit board assembly data | The "Circuit board assembly" and "Component soldering" rows | Stereo pair and MCAP delivery, stream map and failure modes for these rows only |
| Egocentric soldering and PCB rework data | The soldering rows: "Component soldering" and "Solder through-hole" | Egocentric catalog treatment, ten streams; no stereo or MCAP treatment |
| Egocentric electronics assembly data | Board, connector, housing and harness rows from the catalog | Egocentric catalog treatment; no stereo or MCAP treatment |
| Stereo electrical installation data | Five electrical rows in four environments | Not covered |
Stated vs not stated
| Item | What the site states | For a board order |
|---|---|---|
| Catalog capture setup | Phone (head-mounted) / multiview rig on both rows | A stereo pair is a spec choice; not stated on the rows |
| Stereo head rig (dataset 06) | Dual fisheye, 1080p per eye, 62 mm baseline, per-unit calibration, 9-axis IMU, hand-tracking output; shipped as MCAP | Whether a board order uses it: Not stated |
| Hard-environments stack | 4K/60 head camera, 120° lens; two 1080p/60 wrist cameras; depth 848×480 at 30 fps; 200 Hz 6-DoF IMU | Whether a board order uses it: Not stated |
| Depth on small parts | Small fasteners can fall below a depth sensor’s reliable floor; hand pose stays valid; sub-centimetre metric depth is flagged, not interpolated | Floor for board features, leads and joints: Not stated |
| Depth on wet and reflective surfaces | Degrades; per-frame confidence maps mask low-confidence regions | Stated; behaviour on a board or a joint is Not stated |
| Calibration | Measured every session and shipped with the episode; 0.28 px RMS reprojection gate | Stated |
| Synchronization | Hardware-triggered onto one clock; 2.0 ms cross-stream ceiling | Stated |
| Hand pose | 21 joints per hand with a per-joint visibility flag | Stated |
| Board type, component types, iron or solder specification, joint-quality labels, results, safety or certification | Not stated; the rows say a board, components, connectors, an iron, solder wire, leads and joints only | Agreed in the skill spec, or not claimed on this page |
| MCAP topics, schemas, rates | Not stated | Agreed in the skill spec |
Stream map
| Stream or item | What the site states | In an MCAP delivery, as the site states it |
|---|---|---|
| Stereo pair | Dual fisheye, 1080p per eye, 62 mm baseline (dataset 06) | Dataset 06 is stated as shipped as MCAP; channel layout not stated |
| Depth with confidence maps | Recovered from the calibrated stereo pair; confidence map masks low-confidence regions | Not stated |
| Hand pose | 21 joints per hand with a per-joint visibility flag | Channel layout and joint order not stated |
| IMU | 9-axis (dataset 06); 6-DoF at 200 Hz (hard-environments stack) | Channel layout and rate not stated |
| Contact events, action segments, instance masks | Listed in the site’s episode schema; masks stored at 848×480 | Not stated |
| Task instruction | One per episode | Not stated |
| Calibration | Measured every session and shipped with the episode | Placement in the file not stated |
| Topic names, schemas, encoding, rates | Not stated | Agreed in the skill spec |
Skill spec
| Spec element | What it decides | Where it shows up |
|---|---|---|
| Step and order | What one step is: place components, seat connectors, secure parts, solder, trim leads, inspect joints | Episode boundaries and action segments; set per program |
| Which row | "Circuit board assembly" or "Component soldering" | Set per program; one is Medium and one is Hard |
| Episode boundary | One component, one board or one full assembly sequence | Set per program; the site does not state an episode length |
| Rig and streams | Stereo pair, wrist views, hand pose, IMU and any others | The channels you can read; confirm on the Spec Pilot |
| MCAP topics and encoding | What your reader expects | Set per program |
| Calibration delivery | Inside the file or beside it | Set per program |
| Delivery format | How the data is packaged | MCAP alone, or beside RLDS, LeRobot, WebDataset, HDF5 or zarr |
| Accept criteria | What passes QA | Reject log per batch |
| Privacy | How people in frame are protected | Faces, plates and screens blurred at ingest |
| License | Who owns the dataset | Perpetual, irrevocable, buyer-owned, non-exclusive by default |
Example footage
Two real clips already published on this site. The first is a household chores clip of an operator carrying a cordless vacuum down a staircase into a living room, a first-person hands-on clip hosted on the site. The second is a format and rig example: a head-mounted stereo capture with hands in frame. Neither shows soldering or circuit board assembly.
No soldering or circuit board assembly clip is published on the site, so these are labelled as format and rig examples. Request a sample to see delivered files. See stereo sample page, stereo + wrist-cam example videos, request an egocentric data sample.
FAQ
Sources
Tell us the tool, the board and components, the setting, the steps and their order, the streams you want in the file and whether MCAP sits alone or beside a training format. We will quote reach, timeline and price against a written spec, with a first validated batch in a median of 48 hours where coverage is deep.