Plugins

DeepWatch's capabilities, installable into an existing DeepSeek Harness profile

Samples a video the way a person does instead of downloading it: metadata and chapters first, then timestamped frames as images, subtitle-first transcripts (local ASR only when the platform carries no subtitles), AudioSet 527-class sound tags and top comments — 21 tools sharing one on-disk cache behind a cross-process lock. Needs Python 3.10+, ffmpeg and the vidlens package (pip install vidlens-mcp); a missing install comes back with the two ways to fix it instead of a bare ImportError.

Measures how much a short clip changed and when — changed-area share, displacement, cumulative drift — returning one labelled key-frame image plus the number behind each event; it does not pick shots for a storyboard. Needs Python 3.10+ with numpy and Pillow; reading mp4 also needs ffmpeg and ffprobe on PATH.