---
title: "An engineer’s guide to Model Context Protocol (MCP)"
url: https://daily.dev/posts/an-engineer-s-guide-to-model-context-protocol-mcp--tizisumto
source_url: https://leaddev.com/ai/an-engineers-guide-to-model-context-protocol-mcp
type: article
source: "LeadDev"
published: 2026-05-18T08:00:29.289Z
updated: 2026-05-18T08:00:54.277Z
tags: ["architecture", "ai-agents", "mcp", "oauth"]
reading_time: 8
upvotes: 0
comments: 0
language: en
---

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# An engineer’s guide to Model Context Protocol (MCP)

**[LeadDev](https://daily.dev/sources/leaddev)** · 8 min read · 0 upvotes · 0 comments

## Summary

MCP is production infrastructure, not a prototype shortcut. Unlike enterprise APIs designed for deterministic software callers, MCP serves autonomous AI agents, which demands different interface design principles: high-intent single-call interfaces instead of nested resource hierarchies, structured error responses that enable agent self-correction, and scoped OAuth 2.0 tokens per agent session for fine-grained auth and audit trails. Response sanitization matters because verbose outputs increase LLM hallucination risk. Latency SLOs from enterprise APIs should carry over, but logging must capture session-level reasoning chains rather than isolated requests. Capacity planning is harder because agent-driven traffic is bursty and unpredictable — fan-out from a single prompt can spike load instantly — so load testing should simulate abrupt surges rather than gradual ramp-ups.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://leaddev.com/ai/an-engineers-guide-to-model-context-protocol-mcp>

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Tags: [#architecture](https://daily.dev/tags/architecture), [#ai-agents](https://daily.dev/tags/ai-agents), [#mcp](https://daily.dev/tags/mcp), [#oauth](https://daily.dev/tags/oauth)

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