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AI Toolkit supervisor

Headless control of a local ostris AI-Toolkit install via its Next.js UI API (port 8675).

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Environment

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MCP tools

• toolkit_status — action: probe (default), start, stop, restart. Returns running PID, API reachability, /api/gpu, jobs, queues.
• toolkit_list_models — Scans config/examples/*.yaml for arch and model.name_or_path.
• toolkit_run_job — name + job_config or config_path; creates job, calls /api/jobs/{id}/start, starts queue worker for gpu_ids.

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Start flow

toolkit_status with action=start runs npm run start in {AI_TOOLKIT_ROOT}/ui (Next.js + cron worker), same as a manual UI launch after npm run build.

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Related

• Plugin skill: ai-toolkit-trainer (dataset prep, params, ComfyUI handoff)
• Phase 4: RunComfy remote pods (separate connector)