OpenBot
Egocentric datasetOpen
OBRS 48Bronze

Manus Egocentric Sample

An Apache-2.0 robotics dataset sample with egocentric video, hand tracking, Manus glove signals, and imitation-learning oriented metadata.

Scale
10K-100K rows
Formats
LeRobot · Parquet
License
CC-BY-NC
Published
2026-01-01

Decision summary

Best for

Testing LeRobot import paths

Main blocker

Good open sample for OpenBot Data loaders and dataset pages.

Next check

Read the dataset manifest and feature schema.

Release history

Source-backed release timing for this canonical dataset record.

Important releases
  1. Dataset series published

    Release timing is recorded from the official source creation date.

    Release evidence

Selection readiness

6 evidence dimensions for deciding whether this dataset is ready to inspect, compare, or adopt. This is not a model benchmark.

Catalog evidence · not task performance

57/100

Provisional

3/6 dimensions scored · 42% confidence

Access and governance35conf. 85
Schema and signal coverageNot scoredconf. 15
Policy training readiness70conf. 55
World-model readinessNot scoredconf. 15
Failure and recovery readinessNot scoredconf. 15
Download and processing readiness65conf. 65
Read the evidence behind all 6 dimensions

Access and governance

The declared license restricts commercial use.

limitedfit 35 · confidence 85

Schema and signal coverage

No machine-readable schema has been verified yet.

unknownnot scored · confidence 15

Policy training readiness

Observation and action/state signals are declared; alignment quality still depends on sample verification.

usefulfit 70 · confidence 55

World-model readiness

World-model observation, geometry, or temporal semantics are not verified.

unknownnot scored · confidence 15

Failure and recovery readiness

No verified failure/recovery annotation evidence is available yet.

unknownnot scored · confidence 15

Download and processing readiness

Scale is declared; transfer and processing estimates are not measured.

usefulfit 65 · confidence 65
Review unresolved evidence and next checks

Signal gaps

  • Gaze / attention. Not enough evidence is available to classify this signal.
  • Language intent / task phase. Not enough evidence is available to classify this signal.
  • Sim-real pairing. Not enough evidence is available to classify this signal.

Next checks

  • Read the dataset manifest and feature schema.
  • Run a bounded sample audit before assigning Strong readiness.

Dataset facts

Source
Hugging Face · OpenGraphLabs-Research/manus-egocentric-sample
Evidence
official claim
Formats
LeRobot · Parquet · video · timeseries
rows
10K-100K
tasks
Robotics

Loop signals

4/7 present or partial

Gaze / attention

No decision-grade evidence captured yet.

unknown
Language intent / task phase

No decision-grade evidence captured yet.

unknown
View 5 more signal categories
Observation / ego video

video · An Apache-2.0 robotics dataset sample with egocentric video, hand tracking, Manus glove signals, and imitation-learning oriented metadata.

present
Action / hand pose / robot state

hand pose · actions · timeseries · Hand-tracking schema validation

present
Feedback / correction / failure

hand pose · Hand-tracking schema validation · An Apache-2.0 robotics dataset sample with egocentric video, hand tracking, Manus glove signals, and imitation-learning oriented metadata.

partial
Sim-real pairing

No decision-grade evidence captured yet.

unknown
License / format / access

Open · CC-BY-NC · LeRobot · Parquet

present
Evidence details and provenance

Official signal claims

VideoHand poseHand poseActions

Schema and annotations

No machine-readable schema facts are captured.

Sample verification

Pending. Metadata does not prove sample coverage, alignment, or file integrity.

curated source metadata

Integration notes

  • Good open sample for OpenBot Data loaders and dataset pages.
  • There is also a mirrored upload under another user; this catalog links the research source.
Manus Egocentric Sample Dataset: License, Format & Readiness · OpenBot.ai