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Enterprise Gateway Patterns – Sheng Liang

Speaker: Sheng Liang, CEO, Obot (formerly Rancher Labs, Cloud.com; ex-SUSE, Citrix; PhD CS Yale; started at Sun on JVM)

Gateway + Registry: Essential Architecture​

For enterprises, two pieces of technology are essential:

  1. MCP Gateway — Control point for what's happening
  2. MCP Registry — Single source of truth for discovery

"A good third to half of vendors at this conference are providing variations of gateway/registry solutions."

Agent Development Evolution​

EraPattern
EarlyReAct loops, chat + tools
2024-2025Workflow agents (n8n, etc.)
NowSkills + generated code

"Agents I see today look like skills—some markdown files, and code generated by a code generator."

Architecture Layers​

Agent Runtime (Skills, CLI, browser, MCP layer)
Security & Governance (MCP gateway, LLM gateway, supply chain)
Raw MCP Servers

Security Layers Needed​

  • MCP gateway for access control
  • LLM gateway for model visibility (gateway doesn't see everything sent to model)
  • Software supply chain filtering (prevent compromised libraries)
  • Isolated runtime (enterprise agents shouldn't run on desktops)

Access Control Elevation​

"Access control and policy layer is getting elevated out of the application layer, out of the agent layer, and into the gateway layer."

This enables cross-cutting permissions for agents that touch multiple systems.

Skills: The Framework Layer is Collapsing​

Skills are emerging as a key primitive — domain-specific knowledge bundles that tell agents how to use MCP tools effectively. Registries are evolving to include skills alongside MCP servers.

"You don't just see MCP registry anymore; you see skills too."

The implication: the traditional agent framework layer (LangChain, CrewAI, etc.) is being absorbed into the MCP layer itself. Skills + generated code are replacing what used to require dedicated SDK and framework code.

Vendor Landscape​

CompanyGatewayRegistryKey Feature
UberYesYesLLM generates tool definitions from 10,000+ service IDLs
ObotYesYesSkills + supply chain filtering
AWSYesYesAgent configs + "lethal trifecta" security categorization
DuolingoYesYesCentralized "MCP store" for discovery

Key Quotes​

"MCP gateway and registry give the admin — or IT in an enterprise — a point of control. Otherwise you really don't know what's happening."

"The agent runtime layer is becoming quite important. It's not just SDK and framework anymore."

"Agents I see today look like skills — some markdown files, and code generated by a code generator."