Turn an Enterprise API Into an MCP Server
A concise guide to wrapping existing enterprise APIs so AI agents can discover and use them safely.
Writing
Essays, research notes, and deep technical explainers published first on vvamshi.com.
6
Essays
3
Field guides
1
Series
The notebook
AI systems, developer platforms, and the product decisions that make them work.
Explained
Comprehensive guides with diagrams, traces, glossaries, and source links.
Essays
A concise guide to wrapping existing enterprise APIs so AI agents can discover and use them safely.
A short guide to using AI coding tools with senior-engineer judgment: scope, review, verify, and ship.
A practical way to design AI agent workflows with goals, state, verification, stop conditions, and human review.
Design AI products so model changes, fallbacks, routing, pricing, and provider outages do not break the workflow.
Developer experience now has two readers: humans and coding agents. DevRel should design for both.
Why AI companies need builders close to customers: embed, ship, measure, learn, and productize.