"Actual Budget" matching MCP connectors:

AI triage for quantum computing POC proposals. Screens before budget is allocated.

Agent Token Budget MCP — hard per-session token + spend cap with signed budget-exhausted

Paid remote MCP for context-budget routing, schema cost estimates, usage audits, and readiness.