"author:DeepAleph" matching MCP servers:

Enables coding agents to search and interrogate video by screening labelled contact sheets with typed decision-model questions, returning timed hits with probabilities, full-resolution frames and nearby dialogue without building any vector index. Agents can find specific moments, verify them, zoom into frames, box objects, and map an entire film.