From One MCP Server To an Ecosystem: When MCP Stops Being a Server and Becomes a Platform - Vaibhav Tupe, Equinix#

Vaibhav Tupe, Tech Lead - Principal Engineer, Equinix

• Why: Equinix's product is physical datacenter and interconnect infrastructure — this is what agent-mediated infrastructure operations looks like at a company whose domains are networking and the DC plant, which is the closest this program comes to the PM's physical-infrastructure world.
• What: Practical lessons from evolving a single MCP server into multiple coordinated MCP servers spanning networking and infrastructure domains: how architecture changes at ecosystem scale, design patterns to avoid tight coupling and fragmentation, approaches to tool discovery, versioning, and backward compatibility, operational lessons on reliability, rate limiting, and failure isolation, and governance practices for ownership and change management (from abstract only).
• How: Platform-engineering patterns for multi-server coordination, discovery, and lifecycle management rather than a single mechanism.
• Where applicable: Equinix-specific production experience, but explicitly framed as transferable lessons for any team turning MCP into a shared platform capability across teams and domains.