integrate-tokenops

Add TokenOps run-aware token governance to a Python agent or multi-agent system: put a spend cap on a whole workflow, halt or steer a run before the next LLM call, and attribute cost per agent. Use when the user wants to cap agent spend, stop a runaway agent, budget a multi-agent run, or mentions TokenOps, tokenops_run, wrap_complete, register_run, crossing hooks, the control plane, or TOKENOPS_URL. Works for a…