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The Cloudflare Audit Probes skill empowers Claude with specialized diagnostic queries to bridge the gap between static code analysis and live production environments. It enables real-time validation of D1 database indexes, worker observability metrics, AI Gateway cost distributions, and queue health through MCP (Model Context Protocol) tool orchestration. This skill is essential for engineers who need to perform deep-dive audits, optimize serverless costs, and verify that infrastructure configurations are performing as intended in the wild by comparing static findings against live-validated results.