StillWatch is an open-source video monitoring system designed to detect potential medical emergencies, falls, fire and smoke. It combines local CPU-based computer vision with AI-powered cloud assessment, retains event context for more reliable analysis, and provides a Python SDK and HTTP API for integration into existing systems.