Jevreel is an open-source tool enabling zero-embedding video intelligence through contact sheets and typed decisions. It integrates as MCP tools and coding agent skills for Python environments. Developers gain lightweight video search capabilities without heavy vector infrastructure.
Opening Kapyn…