Foxglove makes robot data agentic

Foxglove added beta agentic workflows and an MCP server that let robotics teams search recordings, build layouts, write scripts, and curate datasets through natural language. In the platform announcement, Foxglove says the tools are live today and can connect agents such as Claude, ChatGPT, Gemini, and Cursor to robot data; its companion workflow announcement says the beta is available to all customers. The useful number is not a benchmark but the 95% simulation success versus below 60% real-world performance gap Foxglove highlights: robotics teams should treat data triage and failure curation as an agent surface, alongside the archive’s case for a human pilot in physical AI.