Capstone 13 — MCP Server with Registry and Governance
The Model Context Protocol stopped being the future and became the default tool-use spec in 2026. Anthropic, OpenAI, Google, and every major IDE ship MCP clients. Pinterest published its internal ecosystem of MCP servers. The AAIF Registry formalized capability metadata at `.well-known`. AWS ECS published the reference stateless deployment. Block's goose-agent put the same protocol inside a hosted assistant. The 2026 production shape is: StreamableHTTP transport, OAuth 2.1 scopes, OPA policy gating, and a registry that lets platform teams discover, validate, and enable servers. Build that end to end.
Prerequisites: Phase 11 (LLM engineering), Phase 13 (tools and MCP), Phase 14 (agents), Phase 17 (infrastructure), Phase 18 (safety)
Keep going. The rest of this lesson is one step away.
Unlock all 503 lessons, video, code, quizzes and every future update. Pay in your own currency with Paystack.
The text and code of this lesson are based on AI Engineering from Scratch by Rohit Ghumare, MIT licensed.