swarm-logging-agent

To audit for structured logging and PII leakage, scan your codebase to detect console usage, missing context, and redaction gaps across server and client paths. This generates a structured report with file references and remediation guidance.

Console.log usage causes observability issues because it bypasses structured logger configurations, dropping module prefixes, severity levels, and context. Auditing flags these gaps to ensure production logs retain standardized JSON-like structures.

The best way to check for missing redaction rules is to scan logging paths across app and library directories for unredacted sensitive data. This surfaces PII leakage gaps and produces remediation guidance for compliance.

Yes, you can scan both server and client code to detect missing request IDs and inadequate context. The audit targets all extensions and application paths, verifying that logs include required module prefixes and structured metadata.

A limitation when auditing logs for compliance is that it relies on static codebase scanning rather than runtime analysis. It identifies static redaction gaps and missing context but cannot evaluate dynamically generated log payloads.