Cloudflare MCP server architecture diagram showing Workers, D1, R2, and AI client connections

Building MCP Servers on Cloudflare: A Practical Guide

A practical guide to building MCP servers on Cloudflare Workers, covering architecture, code examples with D1 and R2, and production patterns for exposing Cloudflare resources to AI assistants.

September 10, 2026 · 9 min · 1856 words · martinuke0
Abstract diagram showing an LLM agent connected to multiple MCP servers representing tools like a database, filesystem, and API.

Building Agents with MCP: The Model Context Protocol in Practice

How to design, build, and ship Model Context Protocol servers that turn LLMs into reliable, tool-using agents — with patterns drawn from Claude Desktop, Cursor, and real production deployments.

September 7, 2026 · 11 min · 2286 words · martinuke0
Diagram of an agent loop with planning, tool use, and reflection stages.

Agentic AI in Production: How Autonomous Agents Are Rewiring the Stack

Agentic AI is the shift from one-shot prompting to autonomous loops that plan, call tools, observe results, and recover from failure. This guide walks through the core loop, the production patterns, and the infrastructure that makes agents viable at scale.

September 7, 2026 · 11 min · 2183 words · martinuke0
Two stylized neural networks exchanging structured messages instead of a single agent calling many tool APIs.

LLM-to-LLM Communication: Why Hero-to-Hero Beats Hero-to-API

The next leap in agentic AI isn’t a bigger model — it’s how models talk to each other. Here’s why LLM-to-LLM protocols like MCP and Google’s A2A are replacing the brittle hero-to-API pattern.

September 4, 2026 · 9 min · 1895 words · martinuke0

Understanding MCP Authorization

Introduction The Model Context Protocol (MCP) is rapidly becoming a foundational layer for connecting AI models to external tools, data sources, and services in a standardized way. As more powerful capabilities are exposed to models—querying databases, sending emails, acting in SaaS systems—authorization becomes a central concern. This article walks through: What MCP is and how resources fit into its design What link resources are and why they matter How link resources are typically used to drive authorization flows Example patterns for building MCP servers that handle auth securely Best practices and common pitfalls The goal is to give you a solid mental model for how MCP authorization with link resources works in practice, so you can design safer, more capable integrations. ...

January 7, 2026 · 16 min · 3240 words · martinuke0
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