Why I Stopped Letting Claude Shell Out for Security Scans

Cybrium has transitioned from using shell commands to an MCP server for its security scanners, ensuring structured inputs and outputs that prevent agents from misinterpreting scan results. This change makes it possible to audit security pipelines effectively by eliminating ambiguities in state management and output parsing, crucial for preventing false negatives or positives in automated security checks.

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