OpenBot
Dataset catalog42 indexed · 29 open · 29 on Hugging Face

Pick datasets by evidence, not link lists.

Compare access, license, modality, signal, and scale before a training run.

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Showing 42 of 42 datasets

AgiBot World 2026Open2026CC BY-NC-SA 4.0· AgiBot World

Large-scale real-world humanoid interaction data

9.36TBsize
Best for

Humanoid VLA training

Check before use

Non-commercial share-alike license; commercial use requires separate legal review or permission.

Selection readiness93evidence confidence 51
~7GBsample
LeRobot v2.1format
AgiBot G2platform
ObservationActionIntentFeedback
VideoDepthActionsRobot stateLanguageTask phaseSkill AnnotationsSuccess Failure+5
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
AgiBotWorld2026Open2026-03-11cc-by-nc-sa-4.0· agibot-world

policy learning

12.78TBrepository size
Best for

policy learning

Check before use

Verify the selected release and downstream license.

Selection readiness73evidence confidence 65
~7 GBofficial sample
ObservationActionIntentFeedback
VideoActionsRobot stateLanguageTask phaseSuccess FailureIntervention TakeoverRecovery+2
Policy learningUseful
World modelUseful
official claim·verified 2026-07-23
Use in Data
BridgeData V2Open2023· UC Berkeley RAIL

Language- and goal-conditioned manipulation

53K+trajectories
Best for

Open-vocabulary policies

Check before use

A core public baseline for VLA and policy post-training.

Selection readiness86evidence confidence 43
24environments
13skills
ObservationActionIntentSim-real
VideoDepthActionsRobot stateLanguageGoal
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
DROIDOpen2024· DROID Dataset Team

In-the-wild real-world robot manipulation

350hours
Best for

VLA fine-tuning

Check before use

Strong real-world diversity; verify release subset completeness before processing.

Selection readiness86evidence confidence 43
76Ktrajectories
564scenes
86tasks
ObservationActionIntentSim-real
VideoActionsRobot stateLanguageCamera calibration
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Ego-Exo4DLicense required2024Ego-Exo4D License Agreement· Ego-Exo4D

Synchronized first-person and third-person skilled activity

1,422hours
Best for

Learning from skilled human demonstrations

Check before use

Especially relevant when a task needs both wearable camera context and external validation views.

Selection readiness83evidence confidence 51
800+participants
13cities
131contexts
ObservationActionIntentFeedback
VideoExternal CameraAudioPoseObject masksLanguage
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Ego4DLicense required2021Ego4D License Agreement· Ego4D

Large-scale daily-life egocentric video

3,670+hours
Best for

Pretraining egocentric perception

Check before use

Best treated as a large source corpus rather than a direct robot-action dataset.

Selection readiness95evidence confidence 60
926wearers
74locations
9countries
ObservationActionAttentionIntent
VideoAudioNarrationGaze3D scanStereo
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Egocentric Activity SampleOpenCC-BY-4.0· Hugging Face · WhissleAI/egocentric-activity-sample

Ego4D-style activity sample with narrations

<1Krows
Best for

Activity-recognition examples

Check before use

Good open sample for testing language annotations around egocentric clips.

Selection readiness74evidence confidence 34
3tasks
ObservationActionIntentGovernance
VideoNarrationLanguageHand-object
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Egocentric Adjust BottleOpenApache-2.0· Hugging Face · SUZ-tsinghua/egocentric_adjust_bottle

Apache-2.0 LeRobot bottle-adjustment task

10K-100Krows
Best for

LeRobot conversion tests

Check before use

One of the more directly robot-task-shaped open HF entries.

Selection readiness74evidence confidence 34
Roboticstasks
ObservationActionIntentGovernance
ImagesLanguageRobot state
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Egocentric Affordance DatasetOpenCC-BY-NC· Hugging Face · Kavin60606/egocentric-affordance-dataset

First-person affordance labels for manipulation

10K-100Krows
Best for

Affordance pretraining

Check before use

Useful for dataset curation labels even when source videos are not robot trajectories.

Selection readiness76evidence confidence 43
2tasks
ObservationActionIntentFeedback
ImagesAffordance LabelTask LabelView Label
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Egocentric-10K EvaluationOpenCC-BY-4.0· Hugging Face · builddotai/Egocentric-10K-Evaluation

Hand visibility and active-manipulation benchmark

30Ksamples
Best for

Benchmarking egocentric data quality

Check before use

Good open-access companion to the gated Egocentric-10K source dataset.

Selection readiness76evidence confidence 43
Egocentric-10Ksource
ObservationActionIntentFeedback
ImagesHand LabelsActive Manipulation LabelsDataset Metadata
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EgoSchemaLicense required2023MIT· EgoSchema

Long-form egocentric video QA

250+hours
Best for

Video-language model evaluation

Check before use

Not a manipulation training set, but helpful for evaluating whether agents understand long first-person context.

Selection readiness81evidence confidence 43
5,000+QA pairs
3 minclip length
ObservationActionIntentFeedback
VideoLanguageLanguageTemporal Reasoning Labels
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EgoStation CatalogOpenCC-BY-NC· Hugging Face · zeno-labs/egostation-catalog-v1

Catalog metadata for first-person manipulation datasets

<1Krows
Best for

Dataset registry examples

Check before use

Best treated as a registry source rather than raw training data.

Selection readiness74evidence confidence 34
Catalogrole
ObservationActionIntentGovernance
Dataset MetadataTask phaseCamera TagsLerobot References
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EgoStation GoPro Pick-and-PlaceOpenCC-BY-NC· Hugging Face · zeno-labs/egostation-gopro-pick-and-place-v1

GoPro first-person pick-and-place trajectories

10K-100Krows
Best for

Pick-and-place benchmark fixtures

Check before use

Open access but non-commercial license terms apply.

Selection readiness74evidence confidence 34
Pick-placetasks
ObservationActionIntentGovernance
VideoHand poseTrajectoryActions
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EgoTracksLicense required2023Ego4D License Agreement· Ego4D

Long-term object tracking in egocentric video

5.9Kclips
Best for

Object persistence in robot tasks

Check before use

Useful for Bench/Data integration when failures involve losing an object through a manipulation step.

Selection readiness76evidence confidence 43
22.42Ktracks
3.6Ktrain
2.3Kval/test
ObservationActionIntentFeedback
Bounding BoxesObject TemplatesPresence Scores
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EO-Data1.5MOpen2025· IPEC-COMMUNITY / EO-Robotics

Interleaved embodied reasoning and robot-control pretraining

1.5Msamples
Best for

Embodied reasoning

Check before use

Separate EO-Data1.5M training samples from EO-Bench evaluation data.

Selection readiness81evidence confidence 43
Pretrainingrole
Vision + text + actionmodalities
ObservationActionIntentFeedback
VideoImagesLanguageActionsTask phaseFuture state
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EO-Data1.5MOpen2025-08-28apache-2.0· IPEC-COMMUNITY

VLA training

201.09GBrepository size
Best for

VLA training

Check before use

Verify the selected release and downstream license.

Selection readiness75evidence confidence 62
ObservationActionIntentFeedback
VideoActionsRobot stateLanguageTask phaseSuccess FailureTask_categories:video Text TO TextTask_categories:image Text TO Text+3
Policy learningUseful
World modelUseful
official claim·verified 2026-07-22
Use in Data
EPIC-KITCHENS-100License required2020EPIC-KITCHENS License· EPIC-KITCHENS

Unscripted kitchen actions from wearable cameras

100hours
Best for

Kitchen manipulation vocabulary

Check before use

Still a strong reference point for kitchen-centric manipulation data.

Selection readiness79evidence confidence 34
20Mframes
90Kactions
45environments
ObservationActionIntentGovernance
VideoActionsObjectsNarration
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Galaxea Open-World DatasetOpen2025CC BY-NC-SA 4.0· OpenGalaxea

Long-horizon mobile dual-arm manipulation

500+hours
Best for

Mobile manipulation

Check before use

Strong source for connecting subtask annotation to mobile manipulation evaluation.

Selection readiness86evidence confidence 43
11sites
R1 Liteembodiment
ObservationActionIntentFeedback
VideoActionsRobot stateLanguageTask phaseOutcome
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
GM-100Open2026· Robbyant / LingBot-VLA team

Real-robot bimanual evaluation benchmark

100tasks
Best for

Real-robot VLA evaluation

Check before use

Author-created benchmark; reported model results are not independent OpenBot reproduction.

Selection readiness81evidence confidence 43
Benchmarkrole
Model authorsource
ObservationActionIntentFeedback
VideoActionsRobot stateTask phaseOutcome
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Grid Egocentric Residential SamplesOpenCC-BY-4.0· Hugging Face · aryan56789gridai/grid-egocentric-residential-samples

CC-BY household first-person manipulation samples

<1Krows
Best for

Residential manipulation examples

Check before use

Small open-access sample, useful for demos rather than model-scale training.

Selection readiness74evidence confidence 34
Householddomain
Videomodality
ObservationActionIntentGovernance
VideoHousehold Task TagsManipulation Tags
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Industrial Workplace Egocentric FHD SamplesOpenMIT· Hugging Face · TrainThemAI/Industrial-Workplace-Egocentric-FHD-Samples

MIT-licensed industrial first-person video samples

<1Krows
Best for

Industrial manipulation examples

Check before use

Useful for examples and smoke tests; scale is intentionally small.

Selection readiness74evidence confidence 34
EN/ESlanguages
Industrialdomain
ObservationActionIntentGovernance
VideoIndustrial TasksDemonstrationsWorkplace Labels
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Kriya Egocentric 100K PreviewOpenMIT· Hugging Face · ankk98/kriya-egocentric-100k

MIT-licensed preview of egocentric action annotations

<1Krows
Best for

Action-label schema tests

Check before use

Preview-scale dataset, not the full corpus.

Selection readiness69evidence confidence 34
ObservationActionIntentGovernance
VideoActionsLanguage
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
LeRobot Community DatasetsOpen2025· Hugging Face LeRobot community

Community robot demonstrations in a shared training format

~10Mframes
Best for

Open VLA pretraining

Check before use

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

Selection readiness79evidence confidence 34
487 datasetscurated for SmolVLA
SO100 / SO101common arms
ObservationActionIntentGovernance
VideoActionsRobot stateLanguageTask phase
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
LIBERO-Long LeRobotOpen2026· Robbyant / LIBERO

Long-horizon manipulation post-training and evaluation

Post-trainingrole
Best for

Long-horizon policy learning

Check before use

Track as a LIBERO dataset release, not as an unrelated top-level series once versioned Catalog storage is active.

Selection readiness86evidence confidence 43
LIBERO-Longbenchmark
LeRobotformat
ObservationActionIntentFeedback
VideoActionsRobot stateLanguageTask phaseOutcome
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
MicroAGI01License requiredCC-BY-4.0· Hugging Face · MicroAGI-Labs/MicroAGI01

Household manipulation with pose annotations

676clips
Best for

Household skill segmentation

Check before use

One of the more directly robotics-relevant egocentric datasets in this catalog.

Selection readiness86evidence confidence 43
137tasks
14categories
3.85 TBsize
ObservationActionIntentSim-real
VideoDepthCamera poseHand poseIMUTask phase
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
OBayData Dexterous Manipulation DemoOpenCC-BY-4.0· Hugging Face · obaydata/egocentric-dexterous-manipulation-demo

Egocentric dexterous manipulation sample set

1K-10Krows
Best for

Dexterous-hand data demos

Check before use

Open access on Hugging Face, but non-commercial license terms apply.

Selection readiness74evidence confidence 34
500train
100test
ObservationActionIntentGovernance
VideoHand poseObjectsDemonstrations
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Open X-EmbodimentOpen2023Dataset-specific; code Apache-2.0· Google DeepMind / Open X-Embodiment collaboration

Cross-embodiment robot learning in a unified format

22robots
Best for

Cross-embodiment VLA pretraining

Check before use

Licenses differ across constituent datasets and must be checked individually.

Selection readiness79evidence confidence 34
21institutions
527skills
ObservationActionIntentGovernance
VideoActionsRobot stateLanguageTask phase
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
POV Egocentric Video Robotics FHD SamplesOpenMIT· Hugging Face · TrainThemAI/POV-Egocentric-Video-Robotics-FHD-Samples

MIT-licensed POV robotics video samples

<1Krows
Best for

Small open fixture for first-person video ingestion

Check before use

Small sample dataset, not a large training corpus.

Selection readiness74evidence confidence 34
EN/ESlanguages
FHDquality
ObservationActionIntentGovernance
VideoTask phaseDemonstrationsRobotics Labels
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
RoboMINDOpen2025· RoboMIND collaboration

Multi-embodiment demonstrations with explicit failures

107Ktrajectories
Best for

Failure mining

Check before use

One of the strongest current matches for OpenBot loop-signal analysis.

Selection readiness86evidence confidence 43
479tasks
5Kfailure demos
4embodiments
ObservationActionIntentFeedback
VideoActionsRobot stateLanguageOutcomeFailureTask phase
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
RoboTwin 2.0Open2025MIT (code; verify generated asset terms)· RoboTwin Platform

Bimanual simulation data generation and evaluation

100K+trajectories
Best for

Bimanual VLA post-training

Check before use

This entry covers a generator, released trajectories, and benchmark; keep those artifacts distinct in the future release schema.

Selection readiness88evidence confidence 51
50tasks
2.0release
ObservationActionIntentFeedback
VideoDepthActionsRobot stateTask phaseOutcomeSIM Real
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Wearable AIGatedMIT· Hugging Face · facebook/wearable-ai

Egocentric video QA for wearable assistants

2,100clips
Best for

Agent evaluation over streaming first-person video

Check before use

Less robot-action focused, but useful for evaluating an agent's temporal grounding.

Selection readiness81evidence confidence 43
3tasks
~317 GBsize
ObservationActionIntentFeedback
VideoLanguageLanguageLanguageTask phase
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Xperience-10MGatedApache-2.0· Hugging Face · ropedia-ai/xperience-10m

Multimodal human experience for embodied AI

10,000hours
Best for

World model pretraining

Check before use

Very large and controlled-access; the practical OpenBot path is metadata indexing plus targeted subset pulls.

Selection readiness81evidence confidence 43
10Mexperiences
2.88BRGB frames
~1 PBscale
ObservationActionIntentSim-real
VideoAudioDepthCamera poseHand poseIMULanguage
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Ego-1KLicense requiredApache-2.0· Hugging Face · facebook/ego-1k

Multiview egocentric scene reconstruction

956clips
Best for

View synthesis for wrist/ego cameras

Check before use

Short recordings, but high camera density and strong reconstruction value.

Selection readiness74evidence confidence 34
491Kframes
5.9Mimages
12cameras
ObservationActionSim-realGovernance
VideoScene MetadataCamera calibration
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Ego-RealmGatedMIT· Hugging Face · Luel-ai/Ego-Realm

Small egocentric sample set for manipulation domains

108clips
Best for

Fast catalog smoke tests

Check before use

Small but concrete; useful for demos and ingestion tests.

Selection readiness64evidence confidence 34
10hduration
40.65 GBsize
1.08Mframes
ObservationActionAttentionGovernance
VideoAudio
Policy learningUseful
World modelUnknown
curated source·verification pending
Use in Data
Egocentric-100K EvaluationOpenApache-2.0· Hugging Face · builddotai/Egocentric-100K-Evaluation

Cross-dataset active labor and hand-presence evaluation

30Krows
Best for

Comparing egocentric corpora before ingest

Check before use

Open evaluation layer; the larger source datasets may still be gated.

Selection readiness74evidence confidence 34
6 GBsize
3sources
ObservationActionFeedbackGovernance
ImagesHand VisibilityActive ManipulationActive Labor
Policy learningUseful
World modelUnknown
curated source·verification pending
Use in Data
Egocentric-10KGatedCC-BY-NC· Hugging Face · builddotai/Egocentric-10K

Factory worker first-person video

10,000hours
Best for

Industrial manipulation priors

Check before use

Good candidate for OpenBot Data indexing, dedup, and active-manipulation scoring.

Selection readiness69evidence confidence 34
1.08Bframes
192,900clips
16.4 TBstorage
ObservationActionFeedbackGovernance
VideoCamera calibrationMetadata
Policy learningUseful
World modelUnknown
curated source·verification pending
Use in Data
EgoWorldOpenCC-BY-NC· Hugging Face · haoyang-li/EgoWorld

Bimanual manipulation in LeRobot format

514frames
Best for

Schema validation for LeRobot v3

Check before use

Small, but excellent for testing catalog pages, loaders, and schema conversions.

Selection readiness79evidence confidence 34
2episodes
10 Hzfps
35.1 MBsize
ObservationActionSim-realGovernance
Hand poseMano MeshCamera poseDepthActions
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data

Metric RGB-D pretraining for spatial perception

3.0Msamples
Best for

Depth completion

Check before use

Perception dataset rather than an action-policy training corpus; RobbyVla is the manipulation-related subset.

Selection readiness69evidence confidence 34
2.0Mreal
1.0Msimulated
ObservationActionSim-realGovernance
ImagesDepthCamera calibrationPoint cloudSIM Real
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
Manus Egocentric SampleOpenCC-BY-NC· Hugging Face · OpenGraphLabs-Research/manus-egocentric-sample

LeRobot egocentric hand-tracking sample

10K-100Krows
Best for

Testing LeRobot import paths

Check before use

Good open sample for OpenBot Data loaders and dataset pages.

Selection readiness74evidence confidence 34
Roboticstasks
ObservationActionFeedbackGovernance
VideoHand poseHand poseActions
Policy learningUseful
World modelUnknown
curated source·verification pending
Use in Data
RH20TLicense required2024Mixed CC BY-SA 4.0 / CC BY-NC 4.0 subsets· Shanghai Jiao Tong University

Contact-rich multimodal manipulation paired with human demonstrations

110K+sequences
Best for

Contact-rich policy learning

Check before use

Commercial-use rights differ by subset; privacy-sensitive human recordings are included.

Selection readiness79evidence confidence 34
147tasks
40TB+raw size
ObservationActionSim-realGovernance
VideoDepthActionsRobot stateAudioForceTactileOutcome
Policy learningUseful
World modelUseful
curated source·verification pending
Use in Data
EgoMMLicense requiredApache-2.0· Hugging Face · ldkong/EgoMM

Video + audio + IMU egocentric clips

463hours
Best for

Wearable-assistant evaluation

Check before use

A practical bridge between video-only egocentric data and robot-ready sensor streams.

Selection readiness81evidence confidence 43
55,532clips
22,056narrated
489 GBsize
ObservationIntentFeedbackSim-real
VideoAudioIMUIMUNarration
Policy learningUnknown
World modelUseful
curated source·verification pending
Use in Data
RoboTwinOpen2024-09-18MIT· RoboTwin-Platform

VLA training

Best for

VLA training

Check before use

Verify the selected release and downstream license.

Selection readiness72evidence confidence 68
ObservationIntentGovernance
VideoLanguage
Policy learningUnknown
World modelUseful
official claim·verified 2026-07-22
Use in Data

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