Cutsio vs MomentSearch

Cutsio has no write-up on Specifiction yet; its figures are above.

MomentSearch is open-source software for visual video search and retrieval-augmented answers tied to specific video moments. Users can upload videos or submit YouTube URLs for indexing. Each search checks both visual frames and transcript text, then combines the results. Answers can point to clickable moments with keyframes, timestamps, synchronized transcript text, labels showing whether a match was seen or said, and match scores. A confidence gate can return no generated answer without making an LLM call when neither search branch meets its threshold. Without an LLM key, the system still returns ranked clickable moments, but does not write prose answers. Answer, embedding, reranking, and speech-to-text models can be selected by provider, with hosted and local options documented. Optional speaker recognition uses Gemini video understanding and requires a Gemini API key. The project includes Docker entrypoints and deployment guidance for Fly, AWS, and Google Cloud. Its Apache 2.0 license permits open-source use. The API has no authentication, and the application is single-user by default.