Web Reference: SentrySearch splits your mp4 videos into overlapping chunks, embeds each chunk as video using either Google's Gemini Embedding API or a local Qwen3-VL model, and stores the vectors in a local ChromaDB database. Mar 24, 2026 · SentrySearch is a Python CLI that lets you search raw MP4 files in plain English. Powered by Google's Gemini Embedding model, it scans the video directly without needing transcripts. Mar 24, 2026 · SentrySearch has shipped as a Python CLI that uses Gemini Embedding 2 for native video embeddings, letting creators index footage without transcription and search it with text prompts through the project page.
YouTube Excerpt: Scrubbing through hours of dashcam footage to find one specific moment is exactly as tedious as it sounds.
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