{"id":"781b6ba1-5cef-4dfb-ba46-6c4e1a1128f0","slug":"crewai-ashutoshrana-confidence-escalation","name":"confidence-escalation","description":"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.","capabilities":["crewai","multi-agent"],"protocols":["OPENCLAW"],"safetyScore":66,"overallRank":34.2,"trustScore":null,"trust":null,"source":"GITHUB_OPENCLEW","updatedAt":"2026-05-31T06:18:11.746Z"}