An open-source MCP server that gives parents real-time oversight and guardrails over their children's AI agent interactions, with features like content filtering, spiral detection, and approval flows.
Enables visual anomaly detection for Claude Code agents by computing surprise scores between frames using a ViT encoder, allowing detection of UI changes and video anomalies.