#MCP协议
102 related articles
Why Property Management Software Must Embrace AI and the MCP Protocol
Property management software is shifting to open ecosystems. One system has launched an MCP server and is preparing a cloud connector for AI agents and custom workflows—here's why MCP and open APIs are becoming new selection criteria.
MCP Protocol Explained: The N×M to N+M AI Integration Revolution
What is MCP (Model Context Protocol)? This article uses a USB-C analogy to explain MCP principles, breaking down the Host/Client/Server architecture, Tools/Resources/Prompts building blocks, stdio and SSE transports, plus comparisons with Function Calling and LangChain Tool, with a Python implementation and production best practices.
MCP Protocol and Agent Skills Development in Practice: The Bridge Connecting LLMs to Traditional Systems
An in-depth look at how the MCP protocol lets LLMs connect to traditional software systems in a standardized way, compares it with Agent Skills' capability encapsulation, and explores the LangChain + FastMCP development path and its real impact on developer hiring.
The Three Core Capabilities of MCP: Tools, Resources, and Prompts Explained
Explaining MCP's three core primitives: resources provide read-only context data, prompts serve as reusable instruction templates, and tools let the model autonomously trigger external operations with mandatory human-in-the-loop approval, helping developers understand the standard architecture for AI-external interaction.
MCP Protocol Explained: How a Single Email Can Hijack Your AI Agent
A deep dive into MCP: from the M×N to M+N integration mental model, the 2026 stateless spec and Python code practices, to a full prompt injection attack reproduction and five defenses to help you design and harden your AI Agent's tool layer.
MCP Protocol Explained in One Minute: Let Your AI Agent Actually Call Tools
Understand MCP (Model Context Protocol) in one minute: how Host, Client, and Server collaborate so AI apps can call real tools through a standardized interface, with servers written once and reused by any MCP client.
MCP Protocol Explained: The Universal Plugin for AI Agents and a Secure Installation Guide
What is MCP (Model Context Protocol)? This article explains how MCP lets AI agents connect to external tools, distinguishes remote and local servers, demonstrates installing, verifying, and removing MCP servers in Codex, and offers five security questions to ask before installing third-party servers plus a prompt injection risk warning.
MCP Protocol: How Do AI Assistants Connect to Enterprise Systems?
What is MCP (Model Context Protocol)? This article explains how MCP standardizes how AI applications discover and call external tools, connecting enterprise systems through a client-server architecture, while clarifying that it does not replace business APIs, permissions, or workflow approvals.
TikTok Launches Official MCP Server: AI Assistants Can Now Manage Ad Accounts Directly
TikTok launches an official MCP server letting AI assistants access ad accounts for reporting, budget changes, and ad creation. We break down the MCP protocol, the 400 tools, and safe-use strategies amid learning-phase and budget risks.
MCP Protocol Explained: How AI Agents Connect to External Tools
What is MCP (Model Context Protocol)? From APIs and Function Calling to MCP's three-layer architecture, this article explains how AI Agents connect to external tools like calendars and email, and reveals two major security risks—prompt injection and tool poisoning—along with four protection principles.
AI Agents and MCP in Practice: Master Autonomous Agent Architecture in 6 Minutes
From the four core structures of AI Agents to the MCP protocol, Tool Calling, vector memory, multi-agent collaboration, and security, this covers seven key steps of autonomous agent development, plus practical FastMCP deployment tips.
The Five-Step Breakdown of MCP Tool Ca…
The Five-Step Breakdown of MCP Tool Calls: How AI Actually Executes Actions
Breaking down the five steps of MCP tool calls: client fetches the tool list, host injects descriptions, model selects and fills parameters, human authorization precedes the call, and the server executes and returns. Explaining why the model only writes text, why real execution happens in client and server, and how tool description quality determines Agent reliability.
AI Agent Controls Graphic Editor via MCP: Codex + PhotoCraft in Practice
Codex agent uses MCP to operate the PhotoCraft graphic editor, enabling precise layer-level editing of local design files: adjusting text position, case conversion, and turning screenshots into layered designs—all processed locally for privacy, with the ability to chain Word, Excel, and video tools into a creative workflow.
Will the MCP Protocol Replace APIs? The Essential Difference in Two Minutes
What's the difference between MCP and traditional APIs? This article uses a vending machine analogy to explain the division of labor: APIs handle deterministic software-to-software calls, while MCP lets AI models dynamically select tools—collaboration across layers, not replacement.
SAP Meets MCP: 5 Architecture Patterns for AI Agents Connecting to S/4HANA
An in-depth look at five MCP integration architecture patterns in the SAP ecosystem: ABAP toolchain, Integration Suite MCP gateway, zero-code OData proxy, operations server, and in-stack ABAP, covering identity propagation and pre-launch checklist.
Understand MCP in 40 Seconds: 5 Core Concepts Every AI Engineer Should Know
Understand MCP (Model Context Protocol) through five core concepts: MCP Host, MCP Client, MCP Server, Tools, and the protocol itself—ideal for AI engineer interview prep and technical onboarding.
MCP Official Servers v2.0.0 Released: Full Compatibility with the New Protocol
MCP official servers v2.0.0: four TypeScript npm packages and three Python servers fully support the 2026-07-28 modern spec while staying compatible with legacy clients. Node baseline raised to 24, unknown-tool errors now JSON-RPC -32602, plus a documented known issue with git branch names literally "null".
The MCP Stateless Revolution: A Deep Dive into the 2026-07-28 Spec and Hands-On Migration
MCP 2026-07-28 removes the initialize handshake and session IDs for a fully stateless protocol. Spec changes, server/discover, requestState signing, MRTR, and a full TypeScript SDK v2 migration checklist with pitfalls.
How MCP Quietly Became the AI Agent Standard: A Deep Dive into 17,000+ Servers
How MCP became the de facto standard for connecting AI agents to tools, with 17,000+ servers—its N+M architecture, runtime discovery, security risks, and production best practices.
Meta Advertising MCP Server Comes to Databricks: Direct Path from Customer Data to Ad Delivery
Meta brings its advertising MCP server to Databricks, enabling enterprises to connect customer intelligence directly to ad delivery. Here's what it means for your marketing tech stack.