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Turning Robotics Data Into Actionable Insights
Mobius lets you search, visualize, and debug robot data with AI-powered queries, MCAP-native support, and real-time anomaly detection. Helping build the missing layer between your robots and their insights — so your team can iterate faster and win.
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AI-Powered Search & Insights
Find What You Need in Seconds
Mobius uses AI-powered search and indexing to turn raw robot data into actionable insights. Whether it’s ROS 2 topics, sensor logs, or MCAP files, you can search across all your robots’ data and get instant answers — without writing a single line of code.
Natural Language Search
Ask questions like “Show me all navigation failures in the last 24 hours” and get instant results — no SQL, no filters, just plain English queries.
Multi-Robot & Multi-Run Indexing
Search across all robots, test runs, and log files at once. Stop hunting through individual bag files — everything is indexed automatically.
Context-Aware Results
Mobius understands your data model. It links topics, events, and anomalies together, giving you a full picture of what happened and why.
Saved Searches & Alerts
Turn your searches into saved queries and real-time alerts. Get notified when a problem reoccurs — before it impacts your next deployment.
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Visualization & Playback
See Every Sensor, Every Frame
Mobius transforms raw robotics data into rich, interactive visualizations. From MCAP playback to synchronized sensor views, your team can explore what happened frame by frame — anywhere, anytime.
MCAP & ROS 2 Playback
Replay bag files and MCAP logs natively, with synchronized timelines for every topic, camera, and sensor stream — no conversion needed.
Any-Device Access
Analyze and replay data from your laptop, tablet, or phone — whether you’re in the office, the lab, or out in the field.
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Real-Time Monitoring & Anomaly Detection
Catch Issues Before They Become Failures
Mobius continuously monitors live robot data streams, using AI to flag anomalies, predict failures, and surface insights in real time. Your team stays ahead of problems, not stuck reacting to them.
AI-Driven Anomaly Detection
Automatically detect unusual behaviors — navigation errors, sensor dropouts, unexpected stops — and highlight them for investigation.
Smart Alerts & Notifications
Receive instant alerts (Slack, email, or webhooks) when critical events occur. Filter noise so your team only sees what matters.
Predictive Insights
Mobius learns from historical logs to predict future failures (e.g., motor overheating, sensor drift) — so you can schedule maintenance before a robot goes offline.
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Collaboration & Integration
Mobius isn’t just for individuals — it’s built for teams. Share insights, annotate issues, and integrate with your existing stack so everyone stays in sync and problems get solved faster.
Annotations & Comments
Tag specific events in the timeline, leave comments, and assign follow-ups. Turn a bug in a log into a tracked task for an engineer.
CI/CD & Tool Integrations
Plug Mobius into ROS, MCAP, OpenLABEL, Slack, GitHub, Jira, and CI pipelines. Automate log uploads, attach data to tickets, and keep debugging workflows smooth.