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Summary
The article presents CrabTrap, an open-source LLM-as-a-judge HTTP proxy that secures AI agents in production by evaluating each request against a policy in real time. It demonstrates how requests can be blocked or approved, with logs distinguishing static rule matches from LLM judgments, and invites developers to modify rules and contribute.