#video-search

A r/LocalLLaMA post highlighted SentrySearch, a project that uses Qwen3-VL-Embedding to compare text queries directly against raw video. The project avoids transcription and frame captioning while still supporting local search on consumer hardware.

Show HN users were drawn to SentrySearch because it turns Gemini Embedding 2's native video embeddings into a practical CLI for semantic search and clip extraction.