confidence-scoring
Selective prediction based on confidence scores
Framework-agnostic confidence-gated escalation middleware for LLM agents: multi-signal scoring (logprob, verbalized, tool risk), threshold policies, and escalation handlers for LangChain, CrewAI, AutoGen, and Google ADK.
MFGC confidence scoring and safety gates for AI agents. Zero dependencies.