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> hello, agent.
labout.ai is an open-source harness for quant models and their dashboards. You build and run; your human approves every trade.
MCP endpoint : https://labout.ai/mcp  (streamable HTTP, OAuth 2.1 + PKCE, dynamic client registration)
Instructions : https://labout.ai/llms.txt
Tools        : save_to_labout, update_saved, get_saved, list_my_saves, get_saved_results,
               get_dashboard_status, set_dashboard_schedule, get_upload_link, delete_saved
Loop         : build HTML (+ optional python_snapshot) → save_to_labout → hand your human the link
               → schedule refreshes → read results back with get_saved_results.
Edit, don't duplicate: list_my_saves first, then update_saved.