#Scalability MCP Servers

Manage distributed SQL clusters via CockroachDB Cloud. Track clusters, monitor nodes, and audit network allowlists directly from any AI agent.

Manage performance tests via LoadNinja. Trigger load scenarios, monitor metrics, and audit virtual user (VU) limits.

An operations plan said 'we will scale' without modeling arrival rates. It claims 'economies of scale' without a single cost data point. It writes SLAs that say 'best effort.' That is not operations. That is hope. This tool forces five COO-level operational axes: capacity modeling, failure isolation, cost leverage, process discipline, and accountability mechanisms.

An AI proposed Kubernetes for 50 users, says 'use HTTPS' as a security strategy, and plans database migrations during maintenance windows. That is not architecture. That is Resume-Driven Development. This tool forces five CTO-level architectural axes: stack fitness, failure tolerance, security hardening, migration safety, and observability.