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LeRobot Community Datasets

A growing collection of community-contributed robot datasets used to pretrain and adapt open policies such as SmolVLA.

Scale
~10M frames
Formats
LeRobot
License
Not declared
Published
2025

Decision summary

Best for

Open VLA pretraining

Main blocker

Licenses and annotation quality vary by repository; treat this as a collection with per-source governance.

Next check

Verify repository and artifact licenses.

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

73/100

Provisional

3/6 dimensions scored · 37% confidence

Access and governanceNot scoredconf. 20
Schema and signal coverageNot scoredconf. 15
Policy training readiness85conf. 55
World-model readiness68conf. 50
Failure and recovery readinessNot scoredconf. 15
Download and processing readiness65conf. 65
Read the evidence behind all 6 dimensions

Access and governance

License or access terms are not verified.

unknownnot scored · confidence 20

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 85 · confidence 55

World-model readiness

Temporal observations plus geometry or semantic context are declared; sample alignment remains to be audited.

usefulfit 68 · confidence 50

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.
  • Feedback / correction / failure. Not enough evidence is available to classify this signal.
  • Sim-real pairing. Not enough evidence is available to classify this signal.

Next checks

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

Dataset facts

Source
Hugging Face LeRobot community
Evidence
official claim
Formats
LeRobot
curated for SmolVLA
487 datasets
frames
~10M
common arms
SO100 / SO101

Loop signals

4/7 present or partial

Gaze / attention

No decision-grade evidence captured yet.

unknown
Feedback / correction / failure

No decision-grade evidence captured yet.

unknown
View 5 more signal categories
Observation / ego video

video

present
Action / hand pose / robot state

actions · robot state

present
Language intent / task phase

language · task phase · Licenses and annotation quality vary by repository; treat this as a collection with per-source governance.

present
Sim-real pairing

No decision-grade evidence captured yet.

unknown
License / format / access

Open · LeRobot

present
Evidence details and provenance

Official signal claims

VideoActionsRobot stateLanguageTask phase

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

  • Licenses and annotation quality vary by repository; treat this as a collection with per-source governance.

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