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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jun 13, 2025 · Backend Development

Turn a Spring Boot CRUD App into an AI‑Powered Service with Model Context Protocol

This guide shows how to integrate Spring Boot with the Model Context Protocol (MCP) to let large language models interact with existing services via natural language, covering entity definitions, Maven dependencies, configuration, tool annotations, and testing to create an AI‑enabled book management API.

AI integrationBackendJava
0 likes · 18 min read
Turn a Spring Boot CRUD App into an AI‑Powered Service with Model Context Protocol
DevOps
DevOps
Jun 9, 2025 · Artificial Intelligence

How VS Code’s New AI Features Transform Your Coding Workflow

This article explores Visual Studio Code’s recent AI integration, detailing the new chat interface, shortcut symbols, and MCP configuration options that let developers and even non‑programmers leverage AI assistance directly within the editor.

AI codingChat interfaceDeveloper Tools
0 likes · 7 min read
How VS Code’s New AI Features Transform Your Coding Workflow
Tencent Technical Engineering
Tencent Technical Engineering
Jun 9, 2025 · Artificial Intelligence

Is Model Context Protocol (MCP) the Future of AI Tool Integration? A Critical Review

This article critically examines the rise of Model Context Protocol (MCP) in AI, explaining its purpose as a unified tool‑calling standard, detailing its architecture, comparing it with traditional function calls, and evaluating the technical and market challenges that limit its universal applicability.

AI ecosystemAI tool integrationFunction Call
0 likes · 21 min read
Is Model Context Protocol (MCP) the Future of AI Tool Integration? A Critical Review
IT Services Circle
IT Services Circle
Jun 6, 2025 · Backend Development

Exploring Cursor 1.0: AI-Powered Code Review, Background Agent & New MCP Features

Cursor 1.0 introduces AI-driven BugBot for automatic PR reviews, a publicly available Background Agent for remote coding, a memory system that retains custom rules, and one‑click MCP installation with OAuth support, alongside enhanced chat visuals, Jupyter integration, and various UI and model improvements.

AI code assistantBackground AgentBugBot
0 likes · 11 min read
Exploring Cursor 1.0: AI-Powered Code Review, Background Agent & New MCP Features
Didi Tech
Didi Tech
Jun 5, 2025 · Artificial Intelligence

Unlocking Modern AI Application Architecture: From RAG to Agents and MCP

This article surveys the evolution of AI applications, explains large language model fundamentals, outlines architectural challenges, and introduces three core patterns—Retrieval‑Augmented Generation (RAG), autonomous Agents, and Model Context Protocol (MCP)—while providing practical LangChain code snippets and integration guidance.

AILLMLangChain
0 likes · 28 min read
Unlocking Modern AI Application Architecture: From RAG to Agents and MCP
Architecture Digest
Architecture Digest
Jun 4, 2025 · Information Security

Toxic Agent Flow: Exploiting GitHub MCP to Leak Private Repositories via Prompt Injection

A newly disclosed vulnerability in GitHub's Model‑Centric Programming (MCP) enables attackers to hijack AI agents through crafted GitHub Issues, injecting malicious prompts that cause the assistant to retrieve and expose private repository data, while the article also outlines mitigation strategies and defensive code examples.

Agent DefenseGitHubMCP
0 likes · 7 min read
Toxic Agent Flow: Exploiting GitHub MCP to Leak Private Repositories via Prompt Injection
360 Tech Engineering
360 Tech Engineering
Jun 4, 2025 · Information Security

Security Risk Assessment and Governance for Model Context Protocol (MCP) Ecosystem

This article systematically analyzes the security threats of the Model Context Protocol (MCP) ecosystem—including supply‑chain poisoning, backdoors, tool‑description injection, malicious updates, cloud‑service abuse, installer vulnerabilities, and open‑source risks—and proposes concrete governance measures and early‑stage implementations to help enterprises secure MCP deployments and operations.

AICloudMCP
0 likes · 18 min read
Security Risk Assessment and Governance for Model Context Protocol (MCP) Ecosystem
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Jun 3, 2025 · Artificial Intelligence

Dynamic Tool Management with Spring AI’s Model Context Protocol (MCP) – A Hands‑On Guide

Learn how to implement Spring AI’s Model Context Protocol (MCP) in Spring Boot 3.4.2, enabling dynamic runtime tool updates, configuring MCP server and client, building sample tools with code snippets, and demonstrating add/remove operations and testing via Cline and REST endpoints.

Dynamic ToolsMCPSpring AI
0 likes · 9 min read
Dynamic Tool Management with Spring AI’s Model Context Protocol (MCP) – A Hands‑On Guide
Architect
Architect
May 29, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections

This article introduces the Model Context Protocol (MCP) as an open AI‑model integration standard, explains its client‑server architecture and components, shares practical Node/Python development pitfalls and debugging tips, discusses hallucination and error‑retry strategies, lists useful tools, and reflects on the broader implications of AI‑driven conversational services.

AI ServicesAI integrationMCP
0 likes · 14 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Tencent Technical Engineering
Tencent Technical Engineering
May 28, 2025 · Artificial Intelligence

A Beginner-friendly Overview of LLMs, Transformers, Prompts, Function Calling, MCP and Agents

This article provides a concise, easy-to-understand introduction to large language models, the transformer architecture, prompt engineering, temperature settings, function calling, the Model Context Protocol (MCP), agent communication (A2A), and future AI programming trends, using simple analogies and illustrative examples.

AIFunction CallingLLM
0 likes · 11 min read
A Beginner-friendly Overview of LLMs, Transformers, Prompts, Function Calling, MCP and Agents
DeWu Technology
DeWu Technology
May 26, 2025 · Backend Development

Integrating FastAPI with MCP for AI‑Driven Test Data Generation

This article explains how to transform a FastAPI service into an MCP‑compatible tool, enabling AI agents to automatically orchestrate multi‑step test data creation, covering installation, project structure, code annotations, tool configuration, and practical integration with the Cursor platform.

AIBackendFastAPI
0 likes · 19 min read
Integrating FastAPI with MCP for AI‑Driven Test Data Generation
Tencent Technical Engineering
Tencent Technical Engineering
May 26, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Execution Flow, and Ecosystem

This article explains the Model Context Protocol (MCP) for AI development, detailing its definition, core components, communication methods, execution process, relationship with agents and function calling, ecosystem growth, and future implications and challenges.

AI agentsAI integrationFunction Calling
0 likes · 13 min read
Understanding Model Context Protocol (MCP): Architecture, Execution Flow, and Ecosystem
DevOps
DevOps
May 21, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections

This article introduces the Model Context Protocol (MCP) as an open standard for connecting large language models to external data and tools, explains its client‑server architecture, shares practical Node/TypeScript development pitfalls and debugging tips, and reflects on broader AI dialogue versus service integration scenarios.

AIMCPNode.js
0 likes · 11 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
May 21, 2025 · Backend Development

Integrate Baidu Map MCP with Spring AI in Spring Boot 3 – Step‑by‑Step Guide

This article walks you through using Spring AI's MCP client starter in a Spring Boot 3 project to connect to Baidu Map's MCP server, covering dependencies, YAML and JSON configurations, communication modes, custom server setup, and sample code for invoking the service.

BackendBaidu MapJava
0 likes · 9 min read
Integrate Baidu Map MCP with Spring AI in Spring Boot 3 – Step‑by‑Step Guide
Tencent Cloud Developer
Tencent Cloud Developer
May 20, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections

This article introduces the Model Context Protocol (MCP), explains its client‑server architecture, shares practical development experiences and debugging tips for Node.js and Python implementations, discusses common pitfalls such as environment setup, hallucinations, and error handling, and reflects on the broader implications of AI‑driven services.

AI integrationMCPModel Context Protocol
0 likes · 13 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Continuous Delivery 2.0
Continuous Delivery 2.0
May 20, 2025 · Artificial Intelligence

Comparative Review of AI Code Editors: Trae, Cursor, and Augment (2025)

This article reviews and compares three AI code editors—Trae, Cursor, and Augment—detailing personal usage experiences, performance, feature differences, cost, integration with MCP tools, suitable scenarios for solo entrepreneurs versus professional developers, and practical tips for improving workflow with AI assistance.

AI code editorMCPTDD
0 likes · 9 min read
Comparative Review of AI Code Editors: Trae, Cursor, and Augment (2025)
Go Programming World
Go Programming World
May 15, 2025 · Cloud Native

Deploying MCP Gateway on Kubernetes: A Step‑by‑Step Guide

This article explains how to quickly turn existing HTTP APIs into MCP services using the Go‑based mcp‑gateway, covering the installation of a local Kind Kubernetes cluster, the required YAML manifests, Docker image handling, OpenAPI import, and verification through the web console and chat interface.

GatewayGoMCP
0 likes · 14 min read
Deploying MCP Gateway on Kubernetes: A Step‑by‑Step Guide
Tencent Cloud Developer
Tencent Cloud Developer
May 13, 2025 · Artificial Intelligence

Function Calling and Model Context Protocol (MCP): Bridging Large Language Models with Real‑World Systems

The article reviews the shortcomings of traditional large language models, explains how function calling extends LLMs beyond pure text, introduces the Model Context Protocol (MCP) as a standardized USB‑C‑like interface for AI tools, and demonstrates a Python MCP example that integrates LLMs with Tencent Advertising APIs.

AI integrationAPIFunction Calling
0 likes · 16 min read
Function Calling and Model Context Protocol (MCP): Bridging Large Language Models with Real‑World Systems
Wukong Talks Architecture
Wukong Talks Architecture
May 11, 2025 · Frontend Development

Building and Deploying a 2048 Game with CodeBuddy and EdgeOne Pages Using MCP

This article demonstrates how to use the AI‑powered CodeBuddy tool together with the Model Context Protocol (MCP) to automatically generate a complete 2048 web game in HTML/CSS/JavaScript and deploy it to the public Internet via EdgeOne Pages, including bug fixing and final testing.

2048 gameAI programmingCodeBuddy
0 likes · 6 min read
Building and Deploying a 2048 Game with CodeBuddy and EdgeOne Pages Using MCP
37 Interactive Technology Team
37 Interactive Technology Team
May 9, 2025 · Backend Development

Engineering an MCP (Model Context Protocol) Tool for Cursor AI: Step-by-Step Guide

This guide walks developers through creating a reusable MCP (Model Context Protocol) tool for Cursor AI—encapsulating the SDK, configuring files, implementing PSD‑slicing logic, defining JSON schemas, adding utilities and build scripts, and deploying it as a command‑type server while avoiding common integration pitfalls.

Cursor AILLM integrationMCP
0 likes · 7 min read
Engineering an MCP (Model Context Protocol) Tool for Cursor AI: Step-by-Step Guide