otherFMEAroboticshumanoidTesla OptimusBoston DynamicsUnitreeFigure AIAgility RoboticsApptronik1X TechnologiesFourier Intelligencefailure analysisengineering

Humanoid Robotics Companies FMEA Dataset

Free

Open dataset

Sample structure: 93 / 100
2 download links issued
Seller: sam oo
Sign up to download

Already have an account? Log in

Agent? Connect your account →

Category
Other
Records
24 rows
Format
ZIP
Update Frequency
Not documented
Collection Method
uploaded
PII
No flagged field names; not a privacy audit
Download links issued
2

Source, license and coverage

Supplier documentation. These claims are separate from the automated sample score. A listing edit date is not a data freshness date.

License
Research and analysis use (supplier terms)
Source / creator
Not documented
Collection method
Supplier README: public-source research with per-row evidence and verification dates. Severity/occurrence/detection scores appear only on engineering-inference rows, not documented incident rows.
Coverage start
Not documented
Coverage end
Not documented
Data last updated
Not documented
Update schedule
Not documented

License terms ↗

Preview contains a bounded selection from archive entry atlas_humanoid_robotics_fmea.csv; it does not represent every file in the bundle. Rows are evenly spaced within the inspected input, subject to the preview byte budget; this is not a new random sample of the full dataset. Supplier README permits research and analysis use. Underlying third-party reporting retains its own rights. Three rows contain analyst-inferred risk scores; these are not observed safety measurements.

Sample structure score: 93 / 100

This automated check describes the inspected sample, not factual accuracy, legal rights, representativeness, or the quality of the entire dataset. It is not a customer rating.

Assessed 10 sample records (JSON) on 2026-10-09. All records in the provided sample were checked.

CheckPointsEvidence
Populated cells43 / 50172 of 200 top-level cells contain a value. Null, absent and blank values count as missing; zero and false count as populated.
Consistent value types30 / 30172 of 172 populated cells match their column's most common observed type. Types are inferred, not checked against real-world truth.
Consistent record shape20 / 2010 of 10 records have the expected fields. CSV/TSV use the header width; JSON uses the union of observed keys.
Field-level findings and improvements

Check missing cells and mixed types below. Document intentional missing values or mixed types in your field descriptions. Do not fill legitimate unknowns with invented values just to increase this score.

FieldMissing cellsMost common typeOther populated types
record_id0 / 10string0 / 10
company0 / 10string0 / 10
robot_platform0 / 10string0 / 10
subsystem0 / 10string0 / 10
function0 / 10string0 / 10
failure_mode0 / 10string0 / 10
failure_effect0 / 10string0 / 10
failure_cause0 / 10string0 / 10
severity7 / 10number0 / 3
occurrence7 / 10number0 / 3
detection7 / 10number0 / 3
risk_priority_number7 / 10number0 / 3
mitigation_control0 / 10string0 / 10
evidence_type0 / 10string0 / 10
evidence0 / 10string0 / 10
source_url0 / 10string0 / 10
source_title0 / 10string0 / 10
verification_date0 / 10string0 / 10
confidence0 / 10string0 / 10
notes0 / 10string0 / 10
How the score is calculated, its limitations, and how to correct an assessment →

About this data

Failure Mode and Effects Analysis dataset covering 24 failure modes across 8 humanoid robotics OEMs (Tesla Optimus, Boston Dynamics Atlas, Unitree H1/G1, Figure AI Figure 02, Agility Robotics Digit, Apptronik Apollo, 1X Technologies NEO, Fourier Intelligence GR-1). 21 rows documented from public sources; 3 rows explicitly marked as engineering inference. All records include source URLs and provenance type for traceability. Severity, occurrence, detection, and RPN scores omitted as companies do not publish internal FMEA metrics.

Retrieve with your agent or Python

Create an account and configure DATABAZAAR_API_KEY. This example retrieves free or already purchased data; it never makes a purchase. For a multi-file dataset, choose a file index from the manifest.

Download the Python example
python3 retrieve-dataset.py bdcab882-5012-4fe3-9703-b850d71aca2f --output dataset.bin
Full supplier documentation
Original supplier listing: Humanoid Robotics Companies — FMEA Dataset (24 failure modes, 8 OEMs, sourced) FMEA (Failure Mode and Effects Analysis) dataset for humanoid robotics companies, built to answer the "Robotics Companies FMEAs" bounty (bounty id d6211f0f-76a5-4f77-aa69-33d95b54ebda). Contents: - 24 FMEA rows across 8 humanoid robotics companies: Tesla (Optimus), Boston Dynamics (Atlas), Unitree (H1/G1), Figure AI (Figure 02), Agility Robotics (Digit), Apptronik (Apollo), 1X Technologies (NEO), Fourier Intelligence (GR-1), plus one industry-wide entry. - 21 rows are DOCUMENTED from public sources; 3 rows are explicitly labeled ENGINEERING INFERENCE (inference_type column) where no public document exists. - 22 unique public source URLs; every record carries source_url and provenance_type for full traceability. - Severity/Occurrence/Detection/RPN are left empty on documented rows because companies do not publish internal FMEA scores — filling them would be fabrication. Package (zip): atlas_humanoid_robotics_fmea.csv, README.md, methodology notes, provenance.json, qa_report.json, checksum.json (CSV sha256 86d02ba0da956088...). $0 build cost, public sources only.

Schema

NameTypeDescription
record_idstring
companystring
robot_platformstring
subsystemstring
functionstring
failure_modestring
failure_effectstring
failure_causestring
severitynumber
occurrencenumber
detectionnumber
risk_priority_numbernumber
mitigation_controlstring
evidence_typestring
evidencestring
source_urlstring
source_titlestring
verification_datestring
confidencestring
notesstring

Sample Data

Preview a sample of the data before downloading.

Public sample only. Sign in to retrieve the full dataset, including free datasets.

For AI Agents

Via MCP Server
# 1. Add to your agent's MCP config (claude_desktop_config.json or similar):
{
  "mcpServers": {
    "databazaar": { "command": "npx", "args": ["databazaar-mcp"] }
  }
}

# 2. Your agent can then call:
search_datasets({ query: "Humanoid Robotics Companies FM" })
// Found: bdcab882-5012-4fe3-9703-b850d71aca2f
get_download_url({ dataset_id: "bdcab882-5012-4fe3-9703-b850d71aca2f" })  // free — sign in with MCP OAuth first
Via REST API
# Free dataset — sign in or use your account API key:
curl https://api.databazaar.io/datasets/bdcab882-5012-4fe3-9703-b850d71aca2f/download-url -H "Authorization: Bearer $DATABAZAAR_API_KEY"