#model-context-protocol

MCP Server Explained: Tools vs Resources vs Prompts

AI Engineer Interview Preparation

Designing Safe Database Access for AI Agents using MCP

How an eight-hour coding challenge became an architecture exercise.

Apple Developers Keep Paying Claude Code to Rediscover Their Codebase.

The 27,500-star MCP server that replaces grep with a persistent knowledge graph, cuts token usage by up to 99%, and answers “who calls…

LLM vs RAG vs MCP: I Finally Know When to Use Each One

Three architectures. Three different jobs. One cheat sheet. 🧠

The Intern and the Bureaucrat: How I Taught an LLM to Stop Writing My Code

Or: what happened when I tried to turn every API on the internet into an MCP server, and why the smartest thing my AI pipeline does is…

Cheaper AI Models Won’t Cut Your Agent Bill. Here’s Why.

AI agent costs don’t just track the model’s per-token price anymore. Claude Sonnet 5 launched cheaper while GPT-5.5 and Gemini 3.5 Flash…

The Future is Stateless: MCP 2026 Draft Spec Arrives in MCP Toolbox

Try out the latest MCP features today using the draft spec in MCP Toolbox!

Turning Data into Context: Google Cloud Storage (GCS) is Now Available in MCP Toolbox

Google Cloud Storage is now natively supported in MCP Toolbox, turning raw, unstructured data into dynamic, agent-accessible context

Why MCP Security Matters: The New Attack Surface of Agentic AI

Part 1 of the MCP Security series.

MCP Was a Punchline in January. Here’s Why I Was Wrong to Laugh.

Six months ago, the token math made MCP look absurd — and I nodded along with the jokes. Then I realized I was measuring the wrong thing…

Giving an AI Agent Infinite Memory: What Cognee Is — and What It Isn’t

“Cognee gives AI agents infinite memory.”

MCP Beyond the Basics: 7 Production Lessons from The Missing Layer of AI

Model Context Protocol (MCP) has quickly become one of the most discussed standards in the LLM ecosystem. By defining a common way for…

20 Autonomous Claude Workflows That Build High-Value Assets(Easy Steps Just Copy Me)

20 practical prompts that turn one night’s AI work into real income streams

AG-UI vs MCP vs A2A vs A2UI: A Field Guide to the 2026 Agent Protocol Stack

Four acronyms, one confusing year — here’s the map nobody gave you

The API-Tax is Dead: Why Your Browser is the Next Great AI Hardware

Introduction: The AI in Your Pocket (Literally)

How to Build MCP for AI: A Developer’s Guide to Model Context Protocol Servers and Clients

Every modern AI application eventually runs into the same problem: the model is capable, but it cannot see your data, call your APIs, or…

Payneteasy Brings the Model Context Protocol (MCP) to the Payment Platform — Let AI Agents Safely…

How MCP layer lets AI assistants query your Payneteasy backoffice without ever moving money or touching PCI cardholder data.

Integrate Salesforce Agentforce with MuleSoft via MCP Bridge

How to expose an existing MuleSoft REST API as a secure MCP Bridge and call it from an Agentforce agent (2026 Guide)

MCP Explained: The Protocol That Finally Gives AI a Standard Way to Talk to the World

There is a moment every developer hits when building AI-powered products. You have a capable model. You have useful data sitting in a…

I Built an MCP Server in 200 Lines of Go (and Claude Became 10x More Useful)

Model Context Protocol is the API contract for the AI era. Go is the only language that lets you build one in an afternoon.

MCP in Production: Governing Tool Access for Enterprise LLM Agents

Lessons from deploying four Model Context Protocol servers at organizational scale — where the hard part isn’t connecting tools, it’s…

MCP vs REST API: What’s the Actual Difference and When to Use Each

If you’ve seen “MCP” and “REST API” used interchangeably, that’s a mistake worth correcting. They don’t compete. They operate entirely…

2026 Guide to Deploying Managed MCP for Real-Time Multi-Source Integration

Deploying a multi-source Model Context Protocol (MCP) integration setup often costs enterprise teams time and resources. When multiple…

MCP Primer: From Local Tool to Remote Server

Summary

The Web MCP: Giving AI Assistants Real-Time Web Access That Actually Works

MCP for React Native: How to Connect Your Mobile App to AI Agents

Everyone’s wiring AI agents into mobile apps. Almost no one is honest about which machine runs the MCP client — and getting it wrong ships…

Your AI Editor Has an Expensive Leak. Here is the Patch.

An engineering case for Zerikai Memory over graph-based approaches: why deterministic parsing matters when your data is source code.

[MCP] We connected PrestaShop to AI. Here’s what we learned.

5 months of Beta, 2,000 downloads, a production V1… What we learned connecting an e-commerce platform to AI agents.

Os agentes de IA já estão conversando em JSON (e as empresas espertas estão guardando tudo)

Tem uma camada invisível rodando por trás de cada conversa que você tem com uma IA hoje. Enquanto você lê um texto bonitinho na tela, a…

Building MCP Is Easy. Running It In Production Is Not.

Most MCP discussions focus on tool generation. Production teams care about permissions, approvals, audit logs, and governance.

Building an MCP Client with LangGraph

In the previous articles, we built a local MCP server (Math MCP Server) exposing two tools — square and square_root — over stdio transport…

You’re Paying for 600 MCP Tools When Your Agent Needs Three — Governance

MCP tool sprawl is a hidden token tax and a security risk at once. How dynamic tool assembly and governance cut cost and blast radius, and…

The Silent AI Budget Crisis: Why CFOs Are Restricting Developer AI Licenses in 2026

The corporate AI honeymoon is officially over. In less than two years, the average enterprise AI budget has skyrocketed from $1.2M in 2024…

Scaling MCP Servers with SSE in Production: Solving Stateful Session Routing with ALB Sticky…

1. Why Scaling MCP over SSE Introduced an Unexpected Problem

Apple Goes Agentic: AI Week of June 4–11, 2026

Apple rebuilt its developer stack around AI agents at WWDC 2026 this week. At the same time, Microsoft’s new coding model reached real…

5 Reasons the Model Context Protocol Changes Everything

As AI assistants gain mainstream adoption, we have hit a wall that every architect recognizes: the Isolated Intelligence Problem. We are…

I Built My Own MCP Server and Wired It to an AI Agent — Here’s What Actually Happened

Most MCP tutorials show you how to connect to an existing server. I wanted to know what happens when you build the server yourself.

What Is an MCP Server? The New AI Standard, Explained

You finally got an AI assistant working the way you wanted. Then someone asked the obvious question: “Can it just check our database and…

MCP Explained: The New AI Standard You Need to Learn Right Now

In the rapidly evolving world of Artificial Intelligence, one of the biggest challenges isn’t just making models smarter — it’s making them…

Everyone Is Learning AI Agents. Almost Nobody Understands MCP.

The protocol quietly becoming the missing infrastructure layer between AI models and the real world.

Why My Headless Browser Kept Getting Logged Out: Debugging Session Persistence, Cloudflare, and…

Debugging Playwright session persistence, Cloudflare cf_clearance, and headless User-Agent issues — five lessons for reliable browser automa

Agent Skill vs Model Context Protocol: Why the Difference Matters

https://industryaidecision.com/2026/06/09/agent-skill-vs-model-context-protocol-what-is-the-difference/

I built an MCP server so Claude can plan my training week

Every Sunday I’d spend 20–30 minutes trying to figure out my training for the week. Open Suunto. Check the load in TrainingPeaks. Look at…

Navigating AI-Ready Data Governance: How OvalEdge Turns Governed Data Into the Foundation for…

Most enterprise AI doesn’t fail at the model. It fails at the data underneath it. Here’s how OvalEdge is closing that gap — through agentic…

LLM tools and MCP: What are they and how to get started?

LLMs, as powerful as they are, have a few disadvantages common to all of them:

Red Teaming MCP Servers: 24 Attack Payloads and the Blueprint for Agentic Defense-in-Depth

Subtitle:AI Agent Security from Input Filtering to Execution Control

n8n, MCP and AI agents: when to use a workflow, when to use an agent, and how to build your own MCP…

There are two ways to make software talk to other software in 2026, and most teams pick the wrong one for the job. The first is a…

Integrating Burp MCP Server with Claude Desktop on Windows 11 — A Practical Security Workflow

Connect Claude Desktop to Burp Suite via MCP and bring AI-assisted reasoning directly into your proxy workflow.

Getting Started with BYO-MCP in Gemini Enterprise: Building a No-Code Google Expert Q&A Agent

A practical walkthrough to get hands-on with BYO-MCP in the Gemini Enterprise app while building a no-code Google Expert Q&A Agent grounded…

Dashboard in 15 minutes using MCP

Most data teams know the pain: a stakeholder asks for a dashboard, and two days later you’re still wrestling with Tableau — connecting data…