EXTENSIONS

Human-in-the-loop review canvas — serve a local web form the human gates while the agent keeps working. list mode renders a long candidate list as a curation grid (configurable option-scale + per-item comment) for migrations, triage, and cleanup approvals; doc mode is a pastebin-style markdown editor (editor left, live preview right, optional approve/revise/reject verdict) for reviewing generated docs and gating publishes. Detached serve / status / collect / stop lifecycle; every save dual-writes JSON + markdown + a timestamped append-log, and collect records the result into the data model for workflow consumption. Python-stdlib server bundled; private networks only (URL-token guarded).

TV show keep-score engine — fuses Sonarr + Seerr + Tautulli + Plex into a per-series keep score with an endedUnwatched penalty for never-played completed series.

Movie keep-score engine — fuses Radarr + Seerr + Tautulli + Plex inputs into a per-movie keep score with reason breakdown; emits drop_candidates for downstream pruning.