Robotics data, with context.

Discover datasets. Understand quality. Build faster.

Discover datasets. Understand quality. Build faster.

Find public robotics datasets, evaluate public or private data, and generate synthetic data with Kalanos. Simplify the path from dataset discovery to your next training pipeline.

KALANOS / DATA INTELLIGENCE

Discover what’s inside.

Connect datasets with objects, actions, and quality evidence.

pick

place

apple

blue bowl

Evaluate

Evidence at episode level.

Generate

Expand your data possibilities.

Your data. Your environment. Your grader.

Run Kalanos locally and inspect dataset quality evidence.

$pip install kalanos

Supported formats & inputs: LeRobot · HDF5 · MCAP / ROS 2 · CSV · JSON

Real report. Richer understanding.

Know more than the score.

See the objects, actions, quality indicators, and recorded episodes behind a dataset.

a3124371940/radeonvla_reflex_physical_1k

Franka · 2 video streams · LeRobot v3 · Pass within scope

Kalanos quality score

99.0 / 100

Evaluated episodes

1,000 / 1,000

Size after filtering

3.22 h

Unique instructions

40

Dataset context

100 of 1,000 episodes sampled

Actions

pick ×50

place ×50

Each label occurs in 50 sampled episodes.

Objects

apple

banana

orange

lemon

plum

white bowl

blue bowl

Instruction: Pick the apple and place it in the blue bowl on the left.

episode_000000

Relation: apple in blue bowl

Goal: the apple is in the blue bowl.

Inside an episode

Recorded camera frames · episode_000000

Start recorded camera frame from RadeonVLA episode_000000

Start

Middle recorded camera frame from RadeonVLA episode_000000

Middle

End recorded camera frame from RadeonVLA episode_000000

End

Coverage and diversity details

Discover

Find public robotics datasets by robot, task, and use case.

Evaluate

Inspect quality report cards and episode-level findings. Grade public datasets or run assessments in your own environment.

Generate

Create synthetic data to complement collected datasets and support your training workflow.

Ask through your AI assistant.

Discover public datasets and explore stored reports and episode findings through Kalanos MCP.

Turn your data into insights.

Submit a public dataset for assessment. We’ll email you a public link once its report card is published.

04 / CONTACT

Make data checks part of every collection.

Make data checks part of every collection.

Collecting robot demonstrations regularly? Tell us about your formats, recording setup and review workflow. We’re working with teams to make recurring data checks more useful.

KALANOS / DATA QUALITY FOR PHYSICAL AI

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