#MCP
505 related articles
SAP CAP Embraces AI: A Practical Analysis of MCP and Agent Plugins
SAP CAP's AI-era plugin ecosystem: MCP adapter exposes business data with four characters, Agent plugin embeds agents in apps, CQL replaces CQN to boost LLM query accuracy, n8n plugin enables declarative workflow triggers.
Building and Deploying MCP Servers on Azure: A Python Hands-On and Security Guide
Based on KMC Technologies Group's developer guide, this article explains how to build and deploy MCP servers on Microsoft Azure: four-tool Python design, Container Apps vs. Functions deployment paths, Entra ID authentication, approval workflows, CI negative testing, and a 90-day rollout roadmap.
Can AI Agents Delete Postgres Data? Te…
Can AI Agents Delete Postgres Data? Testing MCP Read-Only Mode
Two real MCP servers tested with AI agents on PostgreSQL: read-only mode can be turned off by the session, missing permissions are the real defense; prompt injection can still leak data. Three safeguards inside.
GitHub Copilot in Practice: Agents, MCP, and Parallel Development with Worktrees
Microsoft MVP demo of GitHub Copilot Agent mode: set rules with instruction files, fill UI test gaps via Playwright and custom MCP services, enable parallel development with git worktree, and boost delivery with sub-agents, skills, and scheduled automation.
Connecting AI Coding Assistants to Real-Time Web Access with an MCP Server
Learn how to connect AI coding assistants like Claude Code and Cursor to real-time web scraping via an MCP server, covering XCrawl MCP tools, hosted and local configuration, and practical tips for controlling token usage.
AI Reverse Engineering Tool REA Tops GitHub: Deconstructing Apps Without Source Code
REA open-source tool tops GitHub, connecting AI coding agents to reverse engineering toolchains via MCP server for binaries, Electron, APK, and network capture analysis—all local, no data upload. Learn features, limits, and compliant use.
I Tested 12 MCP Servers for a Month — Only These 6 Made the Cut
After testing 12 MCP servers for a month, only 6 remain: Filesystem, Git, GitHub, Playwright, Context7, Fetch. Capabilities, context costs, install commands, and why Sequential Thinking and Memory got cut — plus four security rules.
NitroStack: The All-in-One MCP Server Development Platform That Topped Product Hunt
NitroStack is an all-in-one MCP server development platform offering open-source TypeScript/Python SDKs, visual Studio, Workflow orchestration, Cloud deployment, and a Chat frontend.
Building a Production-Grade AI Agent from Scratch: A Practical Guide to RAG and MCP
Based on the Edureka hands-on tutorial, this guide explains the complete build process for a production-grade AI Agent: four-layer architecture design, RAG retrieval-augmented generation, MCP protocol tool calling, ChromaDB vector database, model selection, and cost optimization, with local deployment verification steps.
Building Multi-Tenant MCP Servers with OAuth: Secure Integration for Claude and ChatGPT
Learn how to build an OAuth-enabled multi-tenant MCP server to securely connect SaaS products to Claude and ChatGPT, covering authentication, token security, and tenant isolation.
Is MCP Becoming the Universal Foundation for Intelligent Decentralized Search?
Is MCP becoming the universal foundation for intelligent decentralized search? This article breaks down the core disagreements in the Hacker News discussion, analyzes MCP's true position at the protocol layer, and the unsolved challenges of trust, incentives, and routing in decentralized search.
AI Agent Logs Blowing Up Your Context? Replace Markdown with a Rust Database
AppSec engineer builds PentaCore in Rust, an MCP server using encrypted SQLite instead of Markdown as AI agent state storage, solving context window blowup from logs.
Why MCP Retrieval Service Citations Get Lost: A Deep Dive into CSR Benchmarking
A CSR benchmark built on FastAPI docs reveals citation format drift vs. genuine loss in MCP retrieval; the OpenAI Agents SDK's default Responses API causes 40% of answers to ignore citation format, and server-side short IDs can fix it.
How Many Tokens Do MCP Tool Definitions Cost? Testing Four Servers Against the CLI
Tested four MCP servers' tool definition token costs: GitHub's default config uses 11,207 tokens, Grafana 20,493. JSON Schema accounts for 83%, descriptions just 12%. With tool search on, resident cost drops to a few hundred tokens — the CLI isn't cheaper.
Claude Code in Practice: AI Programming from Installation to Full-Stack Project Development
Based on Mosh Hamadani's Claude Code course, this guide covers installation and setup, prompt techniques, Plan Mode, context window management, MCP extensions, and engineering methodology for bug fixing and refactoring—helping you build production-grade full-stack apps from scratch.
Two Essential Updates for Building Chrome Extensions with Antigravity
Two key updates for building Chrome extensions with Antigravity: install the Modern Web Guidance best-practices skill package and the Chrome DevTools for Agents MCP server, enabling AI Agents to install and test extensions in a real browser for a complete code-to-verification loop.
The Underrated AI Agent Tool: Apify MCP Lets Agents Scrape the Entire Web
AI Agents struggle to scrape Google Maps, Instagram, and LinkedIn. Apify MCP Server connects to Claude with one line of config, tapping 80,000+ ready-made scrapers — five scenarios tested for just $2.71, with a full setup guide and advanced Skill combinations.
When Should You Not Build an MCP Server? AI Engineer Interview Question Explained
AI engineer interview question: When should you NOT build an MCP server? Same-process single function calls don't need MCP; too many tools consume context tokens and degrade model performance; fixed workflows should be coded directly.
Tool Descriptions Are Protocol: 7 Key Questions in MCP Tool Design
A tool description is part of the model's calling protocol, not traditional documentation. This article breaks down the field responsibilities of name, description, schema, and annotations in MCP tool design, and offers 7 pre-publish check questions to help developers eliminate silent failures.
Finally Understanding What MCP Actually Does in Claude Code
A developer's take on what MCP actually does in Claude Code: it doesn't make Claude smarter, it lets it reach GitHub, databases, browsers, and other external systems. Plus the common myth that more MCP servers is better.