MCP servers route all AI tool calls through a single endpoint, making traditional API monitoring blind. Anuj demonstrates how to instrument MCP servers with metrics and dashboards to achieve true per-tool observability.

A real-world case study on building SentinelGuard, a production-ready LLM security framework with 32 scanners, PII protection, adversarial defense, embedding guardrails, and the engineering trade-offs behind making GenAI systems safe at scale.