emilia-protocol vs guardana
emilia-protocol: EMILIA Protocol is an open-source framework designed to provide action-level authorization and verifiable evidence for autonomous AI agents, ensuring that machine actions are explicitly approved by a human or institution. It acts as a consequence firewall, preventing unauthorized or unverified consequential actions by agents and enabling audit-ready compliance for AI deployments.; guardana: Guardana is an open-source tool for AI security verification, scanning model artifacts, probing live endpoints, and analyzing recorded agent traces. It produces reproducible evidence and a measured verdict, enabling comparison of releases against accepted baselines for continuous security assurance.
TL;DR
Protecting privileged Model Context Protocol (MCP) tool calls.
Integrate into CI/CD pipelines as a security gate
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