BestHub
Sign in
Tagged articles
538 articles
Page 3 of 6
DeWu Technology
DeWu Technology
Dec 8, 2025 · Artificial Intelligence

Unlocking Model Context Protocol (MCP): A Deep Dive into AI‑Database Integration

This article provides a comprehensive technical overview of the Model Context Protocol (MCP), an open‑standard JSON‑RPC 2.0 protocol that enables large language models to securely interact with external data sources, tools, and services, detailing its design, architecture, Python SDK implementation, transport mechanisms, and real‑world deployment examples such as the DW‑DBA‑MCP project.

LLMMCPModel Context Protocol
0 likes · 45 min read
Unlocking Model Context Protocol (MCP): A Deep Dive into AI‑Database Integration
AI Insight Log
AI Insight Log
Dec 8, 2025 · Artificial Intelligence

How to Teach Claude Any Framework in 20 Minutes with Skill Seekers

This article explains how the open‑source Skill Seekers tool automates the extraction, cleaning, structuring, and packaging of documentation, code repositories, and PDFs into Claude‑compatible Skills, enabling rapid onboarding of obscure frameworks while highlighting conflict detection, MCP integration, and practical usage tips.

AI toolingClaudeETL
0 likes · 9 min read
How to Teach Claude Any Framework in 20 Minutes with Skill Seekers
Wuming AI
Wuming AI
Dec 7, 2025 · Artificial Intelligence

What Is MCP and How It Revolutionizes AI Tool Integration

This article explains the MCP protocol for AI agents, detailing why a universal tool‑calling standard is needed, how it solves the M×N integration nightmare, the roles and execution stages involved, and demonstrates its use with Cherry Studio while highlighting current limitations.

AI AgentCherry StudioLLM
0 likes · 20 min read
What Is MCP and How It Revolutionizes AI Tool Integration
Instant Consumer Technology Team
Instant Consumer Technology Team
Dec 4, 2025 · Artificial Intelligence

How to Build an AI‑Powered Jira Assistant with LangGraph, RAG, and MCP

This article walks through the design and implementation of an AI‑driven Jira assistant that uses LangGraph as the agent brain, Retrieval‑Augmented Generation for knowledge access, and a Model Context Protocol (MCP) server to execute Jira operations, complete with architecture diagrams, code snippets, and practical use cases.

AI AgentJira AutomationLangGraph
0 likes · 12 min read
How to Build an AI‑Powered Jira Assistant with LangGraph, RAG, and MCP
21CTO
21CTO
Dec 1, 2025 · Artificial Intelligence

New Features in Anthropic’s Model Context Protocol: Tasks, OAuth & Security

Celebrating one year since its debut, Anthropic’s Model Context Protocol (MCP) releases a major update that introduces task‑based workflows, URL‑based OAuth client registration, enhanced security requirements, extensible components, and a suite of new features aimed at improving reliability, observability, and developer flexibility.

AIAnthropicMCP
0 likes · 6 min read
New Features in Anthropic’s Model Context Protocol: Tasks, OAuth & Security
Instant Consumer Technology Team
Instant Consumer Technology Team
Dec 1, 2025 · Artificial Intelligence

Understanding AIGC, RAG, Function Calling, and the MCP Protocol: A Practical AI Guide

This article explains the fundamentals of AI‑generated content (AIGC), the Retrieval‑Augmented Generation (RAG) technique, Function Calling, autonomous agents, and the Model Context Protocol (MCP), highlighting their evolution, technical workflows, limitations, and real‑world examples for developers.

AIAIGCFunction Calling
0 likes · 19 min read
Understanding AIGC, RAG, Function Calling, and the MCP Protocol: A Practical AI Guide
DataFunTalk
DataFunTalk
Dec 1, 2025 · Artificial Intelligence

Is MCP Losing Its Edge? A One‑Year Review and the Rise of A2A

Marking its one‑year anniversary, the Model Context Protocol (MCP) receives a critical update that adds experimental task primitives, a new client‑metadata registration, security hardening, and sampling tools, while the competing A2A protocol offers built‑in multi‑agent support, stronger security by default, and broader industry backing, highlighting a clear shift in agent communication standards.

A2AMCPProtocol comparison
0 likes · 13 min read
Is MCP Losing Its Edge? A One‑Year Review and the Rise of A2A
Data Party THU
Data Party THU
Nov 25, 2025 · Artificial Intelligence

What $47,000 Taught Us About Deploying Multi‑Agent AI Systems

After spending $47,000 running four LangChain agents in production, we reveal the hidden costs of A2A communication and Anthropic’s MCP, expose seven common deployment pitfalls, and argue that dedicated AI infrastructure is essential for scalable multi‑agent systems.

A2A communicationAI infrastructureLangChain
0 likes · 13 min read
What $47,000 Taught Us About Deploying Multi‑Agent AI Systems
JD Tech Talk
JD Tech Talk
Nov 19, 2025 · Backend Development

Boost Java Microservice Debugging with Easy Code Reader MCP Server

The article explains how Easy Code Reader MCP Server integrates with Joycode and large language models to automatically retrieve and analyze Java source code across multiple projects or JAR files, improving code‑agent accuracy and developer productivity.

AI-assisted developmentJavaMCP
0 likes · 20 min read
Boost Java Microservice Debugging with Easy Code Reader MCP Server
JD Cloud Developers
JD Cloud Developers
Nov 19, 2025 · Backend Development

Boost Java Microservice Analysis with Easy Code Reader MCP

This article explains how the Easy Code Reader MCP server integrates with large language models to automatically locate, read, and analyze Java source code across multiple micro‑services and JAR files, improving code‑agent accuracy and developer productivity through a set of practical tools and step‑by‑step examples.

Easy Code ReaderJavaMCP
0 likes · 22 min read
Boost Java Microservice Analysis with Easy Code Reader MCP
JavaGuide
JavaGuide
Nov 19, 2025 · Artificial Intelligence

Spring AI 1.1 Released: Explosive New Features for Java AI Development

Spring AI 1.1.0 arrives with a major overhaul, adding out‑of‑the‑box Model Context Protocol support, five‑mode prompt caching that can cut LLM costs by up to 90%, reasoning APIs, recursive advisors, a broadened model ecosystem, enhanced vector‑store and chat‑memory options, and richer observability integrations.

AI integrationJavaMCP
0 likes · 9 min read
Spring AI 1.1 Released: Explosive New Features for Java AI Development
Alipay Experience Technology
Alipay Experience Technology
Nov 18, 2025 · Mobile Development

Boosting KMP Native Cross‑Platform Development with AI Agents: Real‑World Practices

This article details how Alipay's engineering team built an AI‑Agent‑powered coding assistant for Kotlin Multiplatform (KMP) native cross‑platform development, covering architecture, UI generation from designs and images, RAG‑based knowledge retrieval, crash analysis, and future directions for AI‑driven software engineering.

AI AgentCompose MultiplatformKMP
0 likes · 20 min read
Boosting KMP Native Cross‑Platform Development with AI Agents: Real‑World Practices
Python Programming Learning Circle
Python Programming Learning Circle
Nov 10, 2025 · Artificial Intelligence

How Jupyter MCP Server Bridges Large Language Models with Real‑Time Coding

The article introduces the Jupyter MCP server, an extension that implements the Model Context Protocol to enable seamless, secure integration of large language models with Jupyter’s kernels, file system, and terminals, and details its architecture, core features, deployment steps, API mechanisms, and security considerations.

AIJupyterMCP
0 likes · 11 min read
How Jupyter MCP Server Bridges Large Language Models with Real‑Time Coding
Fun with Large Models
Fun with Large Models
Nov 8, 2025 · Artificial Intelligence

Unlocking LangChain 1.0 create_agent: Advanced MCP, Structured Output, Memory & Middleware

This guide dives into the four advanced capabilities of LangChain 1.0's create_agent API—MCP tool integration, structured output, memory management, and middleware—showcasing practical examples such as an Amap MCP planner, Pydantic‑based response formatting, InMemorySaver chat history, and custom middleware for dynamic model selection.

AI agentsLangChainMCP
0 likes · 22 min read
Unlocking LangChain 1.0 create_agent: Advanced MCP, Structured Output, Memory & Middleware
Bilibili Tech
Bilibili Tech
Nov 7, 2025 · Information Security

How AI-Driven Automation Transforms Security Alert Operations and Incident Tracing

This article explores the evolution of security alert automation from manual verification to SOAR and AI-driven solutions, detailing MCP-based AI agents, integration with various security tools, practical case studies of honey‑pot, HIDS, and EDR alert tracing, and the resulting efficiency gains and future outlook.

AIAlert AnalysisIncident Response
0 likes · 16 min read
How AI-Driven Automation Transforms Security Alert Operations and Incident Tracing
Sohu Tech Products
Sohu Tech Products
Nov 5, 2025 · Artificial Intelligence

Unlock AI Superpowers: 5 Free Open‑Source MCP Services You Can Deploy in 10 Minutes

This article introduces five free, open‑source Model Context Protocol (MCP) services that extend AI capabilities—covering web scraping, browser automation, document‑to‑Markdown conversion, real‑time documentation, and structured reasoning—along with concise step‑by‑step setup instructions for each.

AI automationMCPbrowser automation
0 likes · 19 min read
Unlock AI Superpowers: 5 Free Open‑Source MCP Services You Can Deploy in 10 Minutes
Efficient Ops
Efficient Ops
Nov 5, 2025 · Operations

Boost Ops Efficiency: Exploring 8 Essential MCP Components for Smart Automation

This article introduces eight core MCP components—Grafana, Jenkins, K8s, Playwright, GitHub, Zabbix, Prometheus, and Alibaba Cloud—detailing how each enhances monitoring, automation, resource management, and performance optimization, thereby dramatically improving operational efficiency and reducing manual workload.

AutomationCloud ManagementDevOps
0 likes · 6 min read
Boost Ops Efficiency: Exploring 8 Essential MCP Components for Smart Automation
Instant Consumer Technology Team
Instant Consumer Technology Team
Nov 3, 2025 · Artificial Intelligence

Large Language Models Power Big Data SRE Knowledge & Root‑Cause Automation

Facing the growing complexity of big‑data platforms, the SRE team adopted large‑language‑model agents to automate knowledge management and root‑cause analysis, employing Retrieval‑Augmented Generation, a vector store, and the Model Context Protocol to enable intelligent, scalable, and efficient incident diagnosis and resolution.

AIMCPRAG
0 likes · 12 min read
Large Language Models Power Big Data SRE Knowledge & Root‑Cause Automation
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Nov 3, 2025 · Frontend Development

Boost Frontend Productivity with These Must‑Use MCP Tools

This article reviews practical Model‑Chat Plugins (MCP) that front‑end developers can integrate into their workflow—covering Figma, Apifox, Context7, and Chrome DevTools MCPs—explaining setup steps, code examples, and how they dramatically improve efficiency and code maintainability.

AI-assisted developmentApifoxChrome DevTools
0 likes · 8 min read
Boost Frontend Productivity with These Must‑Use MCP Tools
Goodme Frontend Team
Goodme Frontend Team
Nov 3, 2025 · Artificial Intelligence

Unlock AI Power with Model Context Protocol (MCP): Build LLM‑Enabled Servers in Minutes

This article introduces the Model Context Protocol (MCP) and Large Language Models (LLM), explains their core concepts, transmission mechanisms, lifecycle, and essential modules, and provides step‑by‑step code examples for creating an MCP server, adding tools, resources, prompts, and debugging workflows to accelerate AI‑driven development.

AILLMMCP
0 likes · 15 min read
Unlock AI Power with Model Context Protocol (MCP): Build LLM‑Enabled Servers in Minutes
Alibaba Cloud Native
Alibaba Cloud Native
Oct 28, 2025 · Artificial Intelligence

How SOFA AI Gateway Transforms Cloud‑Native AI Service Management

The article explains how the SOFA AI Gateway, built on the open‑source Higress kernel, evolves traditional API gateways into specialized AI gateways by adding intelligent routing, model proxy, agent proxy, and MCP market features to meet the unique latency, resource, and security demands of AI workloads.

AI gatewayCloud NativeHigress
0 likes · 12 min read
How SOFA AI Gateway Transforms Cloud‑Native AI Service Management
Alibaba Cloud Developer
Alibaba Cloud Developer
Oct 27, 2025 · Artificial Intelligence

How to Build a Quantifiable AI Coding Efficiency Metric System

This article explains how, amid the rapid rise of AI‑assisted programming, a scientific and actionable R&D efficiency metric framework was designed, detailing core indicators such as AI code adoption rate, data collection methods, platform architecture, and practical insights from a large‑scale implementation.

AIEfficiencyMCP
0 likes · 18 min read
How to Build a Quantifiable AI Coding Efficiency Metric System
dbaplus Community
dbaplus Community
Oct 26, 2025 · Artificial Intelligence

How MCP Turns AI into a Universal Plug‑In: A Deep Dive into Model Context Protocol

This article explains the Model Context Protocol (MCP) – an open, universal standard that lets large language models seamlessly interact with external tools and data – covering its core architecture, why it’s needed, underlying principles, tool‑selection mechanics, a step‑by‑step Python server implementation, and practical usage tips.

AI integrationLLMMCP
0 likes · 20 min read
How MCP Turns AI into a Universal Plug‑In: A Deep Dive into Model Context Protocol
Java Tech Enthusiast
Java Tech Enthusiast
Oct 25, 2025 · Artificial Intelligence

How Claude’s New ‘Skills’ Transform AI Agents and Outpace MCP

Anthropic’s recent addition of Skills to Claude introduces a modular, metadata‑driven approach that lets AI agents load specific capabilities on demand, offering a more efficient alternative to MCP’s context‑heavy tool integration and promising scalable, progressive disclosure for specialized workflows.

AI agentsAnthropicClaude
0 likes · 6 min read
How Claude’s New ‘Skills’ Transform AI Agents and Outpace MCP
Alibaba Cloud Native
Alibaba Cloud Native
Oct 24, 2025 · Cloud Native

Why Upgrade to MCP Streamable HTTP? Boost Performance and Session Management in Serverless

This article explains the limitations of the traditional HTTP+SSE transport for MCP, introduces the new MCP Streamable HTTP protocol with its unified endpoint, on‑demand streaming and session recovery features, and shows how it improves connection count, success rate, latency, and overall reliability for serverless function compute workloads.

Function ComputeMCPServerless
0 likes · 20 min read
Why Upgrade to MCP Streamable HTTP? Boost Performance and Session Management in Serverless
JavaGuide
JavaGuide
Oct 24, 2025 · Backend Development

Introducing AipexBase: China’s First Open‑Source AI‑Native Backend Platform

AipexBase, the first Chinese open‑source AI‑native backend‑as‑a‑service platform, lets developers and AI agents bypass traditional server, database, and authentication code by using an MCP‑compatible SDK, with step‑by‑step deployment, API key generation, and integration examples that demonstrate end‑to‑end intelligent app creation.

AI BackendAI codingBaaS
0 likes · 7 min read
Introducing AipexBase: China’s First Open‑Source AI‑Native Backend Platform
Alibaba Cloud Native
Alibaba Cloud Native
Oct 15, 2025 · Cloud Native

What’s New in Higress 2.0? 30 Updates Including RAG MCP Server and Performance Fixes

The Higress 2.0 release introduces 30 changes—13 new features such as a RAG MCP server and ECDS‑based configuration refactor, 7 bug fixes, 5 refactorings, documentation updates and a test improvement—providing developers with enhanced knowledge‑management capabilities, more stable routing, and clearer documentation for cloud‑native service‑mesh environments.

Bug FixMCPRAG
0 likes · 20 min read
What’s New in Higress 2.0? 30 Updates Including RAG MCP Server and Performance Fixes
Huolala Tech
Huolala Tech
Oct 15, 2025 · Backend Development

Zero‑Change AI Integration: How LApiGateway Transforms RPC Services with MCP

This article explains how LApiGateway leverages the Model Context Protocol (MCP) to enable AI clients to access existing HTTP RPC services without code changes, detailing the protocol basics, current challenges, the gateway's architecture, implementation steps, and the resulting operational benefits.

AI integrationBackend DevelopmentMCP
0 likes · 12 min read
Zero‑Change AI Integration: How LApiGateway Transforms RPC Services with MCP
AI Cyberspace
AI Cyberspace
Oct 15, 2025 · Artificial Intelligence

Why MCP Is Poised to Replace Function Calling for LLM Agents

The Model Context Protocol (MCP) introduced by Anthropic addresses the scalability, integration, and context‑transfer limitations of traditional Function Calling by offering a standardized, bidirectional, and context‑aware communication layer that simplifies tool discovery, security, and workflow orchestration for LLM‑driven agents.

AI integrationAgentFunction Calling
0 likes · 24 min read
Why MCP Is Poised to Replace Function Calling for LLM Agents
Baidu Tech Salon
Baidu Tech Salon
Oct 11, 2025 · Artificial Intelligence

How AI‑Powered Workflows Supercharge Development Efficiency

This article details how an international advertising platform team integrated AI across the entire development pipeline—using AI‑generated documentation, code, rule‑based IDE guidance, MCP servers, and memory banks—to transform repetitive tasks into automated processes, dramatically boosting productivity and reducing manual effort.

AIDevelopmentMCP
0 likes · 17 min read
How AI‑Powered Workflows Supercharge Development Efficiency
Linux Code Review Hub
Linux Code Review Hub
Oct 9, 2025 · Operations

Non‑Intrusive MCP Observability with eBPF: Introducing MCPSpy

The article explains how the emerging Model Context Protocol (MCP) for AI tools lacks visibility, outlines security and monitoring challenges, compares alternative tracing methods, and presents MCPSpy—a Linux‑only eBPF‑based, non‑intrusive solution that captures MCP stdio traffic, parses JSON‑RPC messages, and outputs human‑readable or JSON logs.

AI securityGoMCP
0 likes · 17 min read
Non‑Intrusive MCP Observability with eBPF: Introducing MCPSpy
Data Party THU
Data Party THU
Oct 9, 2025 · Information Security

How to Secure MCP Tools: Risks, Real‑World Cases, and the Open‑Source MCPScan Framework

The article analyzes the security challenges introduced by the open Model Context Protocol (MCP) ecosystem, outlines typical attack vectors such as command‑execution hijacking and indirect prompt injection, and presents MCPScan—an open‑source scanner that combines static taint analysis with LLM‑driven reasoning to detect exploitable tool chains before deployment.

LLMMCPOpen-source
0 likes · 7 min read
How to Secure MCP Tools: Risks, Real‑World Cases, and the Open‑Source MCPScan Framework
Go Programming World
Go Programming World
Oct 9, 2025 · Backend Development

Unlock AI Tool Integration with the New Go MCP SDK v1.0.0

This article introduces the Model Context Protocol (MCP) Go SDK v1.0.0, explains its stable API guarantees, provides quick‑start examples for building MCP servers and clients in Go, and outlines the SDK's modular design and error‑handling strategy for AI‑enabled backend development.

AI integrationBackend DevelopmentGo
0 likes · 11 min read
Unlock AI Tool Integration with the New Go MCP SDK v1.0.0
DataFunTalk
DataFunTalk
Oct 6, 2025 · Artificial Intelligence

How OpenAI’s New Agent Builder Lets You Drag‑Drop Build AI Agents

OpenAI will unveil Agent Builder at DevDay, a visual drag‑and‑drop canvas that lets users assemble AI agents from templates, logic nodes, connectors and tools, aiming to lower the barrier for creating production‑grade AI solutions and compete with automation platforms like n8n and Zapier.

AI agentsAI workflowAgent Builder
0 likes · 6 min read
How OpenAI’s New Agent Builder Lets You Drag‑Drop Build AI Agents
Full-Stack Cultivation Path
Full-Stack Cultivation Path
Oct 6, 2025 · Frontend Development

Turn VSCode into a Chrome Remote Debugger with DevTools MCP

Facing page white‑screens, slow first‑paint metrics, and endless compatibility screenshots, developers can now use Chrome DevTools MCP—a new AI‑driven protocol that packages all DevTools capabilities into callable interfaces—to automate debugging, performance analysis, and testing directly from editors like Trae and VSCode, boosting efficiency threefold.

AI debuggingChrome DevToolsMCP
0 likes · 8 min read
Turn VSCode into a Chrome Remote Debugger with DevTools MCP
Alibaba Cloud Native
Alibaba Cloud Native
Sep 30, 2025 · Cloud Native

Deploy a Scalable MCP Server with Function Compute and MSE Nacos

This guide explains how to address high deployment costs, slow iteration, and poor manageability of MCP Server by using Alibaba Cloud Function Compute for serverless execution and MSE Nacos Enterprise for automatic registration, dynamic configuration, and unified service governance.

Function ComputeMCPMSE Nacos
0 likes · 13 min read
Deploy a Scalable MCP Server with Function Compute and MSE Nacos
phodal
phodal
Sep 29, 2025 · Artificial Intelligence

How AutoDev Leverages Google’s A2A Protocol for Cross‑Agent Collaboration

This article explains how AutoDev adds support for Google’s Agent‑to‑Agent (A2A) protocol, detailing its architecture, integration with the Model Context Protocol (MCP), configuration steps, debugging tools, and the benefits of a modular, open‑source AI programming ecosystem.

A2AAI agentsAgent-to-Agent
0 likes · 6 min read
How AutoDev Leverages Google’s A2A Protocol for Cross‑Agent Collaboration
Architecture and Beyond
Architecture and Beyond
Sep 27, 2025 · Artificial Intelligence

Mastering AI Agent Tool Management: OpenManus, Gemini CLI & Shopify Sidekick

This article explains how AI agents work, examines OpenManus’s comprehensive tool framework, reviews Gemini CLI’s minimalist tool scheduling and error handling, and discusses Shopify Sidekick’s scaling challenges and Just‑in‑Time instruction strategy, offering practical guidance for building robust, production‑ready agentic systems.

AI agentsError HandlingJust-in-Time
0 likes · 15 min read
Mastering AI Agent Tool Management: OpenManus, Gemini CLI & Shopify Sidekick
360 Smart Cloud
360 Smart Cloud
Sep 26, 2025 · Artificial Intelligence

How to Turn OpenAPI Specs into AI Agent Tools with MCP: A Multi‑Language Guide

This article explains how the Model Context Protocol (MCP) bridges large language models and external services by converting OpenAPI specifications into callable tools, covering generation with openapi‑generator, mapping rules, three runtime modes (stdio, streamable, SSE), and implementation details in Java, Python, and Go.

AI agentsGoJava
0 likes · 23 min read
How to Turn OpenAPI Specs into AI Agent Tools with MCP: A Multi‑Language Guide
Instant Consumer Technology Team
Instant Consumer Technology Team
Sep 25, 2025 · Artificial Intelligence

Ultimate Guide to Using ClaudeCode: Installation, Tips, and Advanced Features

This comprehensive guide walks you through ClaudeCode, an Anthropic command‑line AI programming assistant, covering its core concepts, step‑by‑step installation, Chinese‑specific configuration, essential commands, custom agents, hooks, MCP server setup, workflow modes, and additional tools to transform ClaudeCode into a powerful end‑to‑end development partner.

AI programmingCLI toolClaudeCode
0 likes · 30 min read
Ultimate Guide to Using ClaudeCode: Installation, Tips, and Advanced Features
Volcano Engine Developer Services
Volcano Engine Developer Services
Sep 23, 2025 · Information Security

How to Secure Model Context Protocol (MCP) in AI Ecosystems: Threats and Solutions

This article examines the security challenges of the Model Context Protocol (MCP) in AI applications, analyzes attack surface expansion across creation, runtime, and update phases, and presents a comprehensive AI‑enhanced scanning architecture with mitigation strategies to protect the entire AI ecosystem.

AI securityCloud NativeMCP
0 likes · 23 min read
How to Secure Model Context Protocol (MCP) in AI Ecosystems: Threats and Solutions
Baidu Geek Talk
Baidu Geek Talk
Sep 22, 2025 · Databases

How BaikalDB’s MCP Server Turns LLMs into Zero‑Code Database Analysts

This article explains how BaikalDB leverages the Model Context Protocol to let large language models query and analyze its distributed database without writing any code, detailing the protocol’s principles, server components, transport methods, tool capabilities, use cases, configuration, and future challenges.

BaikalDBLLM integrationMCP
0 likes · 11 min read
How BaikalDB’s MCP Server Turns LLMs into Zero‑Code Database Analysts
Code Wrench
Code Wrench
Sep 22, 2025 · Artificial Intelligence

Build a Private ChatGPT on Your Laptop with Ollama, DeepSeek‑R1 and Go MCP

This guide walks you through installing Ollama, pulling the open‑source DeepSeek‑R1:1.5B model, wrapping it with a Go‑based Model Context Protocol (MCP) server, creating a client example, and enhancing the experience with Open‑WebUI while offering performance‑tuning tips.

DeepSeekGoMCP
0 likes · 9 min read
Build a Private ChatGPT on Your Laptop with Ollama, DeepSeek‑R1 and Go MCP
Senior Tony
Senior Tony
Sep 21, 2025 · Backend Development

Configure MCP Map Routing in Cherry Studio Without Writing Code

This tutorial walks you through installing Cherry Studio, configuring Baidu and Amap MCP servers with JSON settings, obtaining the required API keys, and using the built‑in AI model to perform route planning, all without writing a single line of code.

AI toolsAPI integrationCherry Studio
0 likes · 6 min read
Configure MCP Map Routing in Cherry Studio Without Writing Code
Sohu Tech Products
Sohu Tech Products
Sep 17, 2025 · Artificial Intelligence

Unlocking Claude Code’s Model Context Protocol: A Hands‑On MCP Guide

This tutorial introduces Claude Code’s Model Context Protocol (MCP), compares it with traditional function calling, explains its client‑server architecture, and provides a step‑by‑step hands‑on guide—including Figma token acquisition, server setup, and Flutter code generation—to demonstrate how MCP streamlines AI‑driven development.

Claude CodeFigmaFlutter
0 likes · 19 min read
Unlocking Claude Code’s Model Context Protocol: A Hands‑On MCP Guide
Senior Tony
Senior Tony
Sep 16, 2025 · Artificial Intelligence

What Is MCP? Exploring the AI‑LLM Interaction Protocol

MCP, a protocol from Anbhropic, standardizes how large language models communicate with external tools, databases, and APIs through a client‑server architecture, offering three communication modes (Stdio, HTTP with SSE, Streamable HTTP) and enabling use cases such as intelligent analytics, knowledge hubs, AI chatbots, BPM, API integration, automated testing, and programming assistance.

AI protocolLLM integrationMCP
0 likes · 9 min read
What Is MCP? Exploring the AI‑LLM Interaction Protocol
21CTO
21CTO
Sep 15, 2025 · Artificial Intelligence

Unlocking ChatGPT’s Developer Mode: Turn Conversations into Enterprise Automation

OpenAI’s new ChatGPT Developer Mode, now supporting the Model Context Protocol (MCP) with read‑write capabilities, lets developers activate connectors to update systems, trigger workflows, and orchestrate multi‑step automation directly from chat, transforming the assistant into a powerful enterprise automation platform.

AIAutomationChatGPT
0 likes · 6 min read
Unlocking ChatGPT’s Developer Mode: Turn Conversations into Enterprise Automation
Alibaba Cloud Developer
Alibaba Cloud Developer
Sep 15, 2025 · Artificial Intelligence

Why MCP Isn't a Magic AI Upgrade: Deep Dive into Its Architecture, Host Role, and Real Costs

This article debunks common misconceptions about the Model Context Protocol (MCP), explains its client‑host‑server (CHS) architecture, shows how the Host drives AI decisions while Server and Client remain model‑agnostic, compares MCP with Function Calling, analyzes SDK source code, evaluates practical trade‑offs, and outlines the true engineering value and costs of using MCP in AI applications.

AI EngineeringFunction CallingLLM
0 likes · 35 min read
Why MCP Isn't a Magic AI Upgrade: Deep Dive into Its Architecture, Host Role, and Real Costs
Sohu Smart Platform Tech Team
Sohu Smart Platform Tech Team
Sep 10, 2025 · Artificial Intelligence

How the Model Context Protocol (MCP) Bridges AI and Design Data

This article explains the Model Context Protocol (MCP) as an open standard for secure AI‑tool interaction, details its client‑server architecture, showcases a Figma‑focused MCP implementation with code examples, and discusses data simplification, transformers, and image handling that enable AI assistants to generate accurate front‑end code from design files.

AI integrationFigma dataFrontend Development
0 likes · 15 min read
How the Model Context Protocol (MCP) Bridges AI and Design Data
Open Source Tech Hub
Open Source Tech Hub
Sep 5, 2025 · Backend Development

Why the New Official PHP MCP SDK Is a Game‑Changer for AI‑Powered Development

On September 5, 2025 the PHP Foundation announced the launch of an official PHP Model Context Protocol (MCP) SDK, detailing its purpose to standardize AI integration, its collaboration with existing community projects, key features like framework support and cross‑platform compatibility, and the early development milestones achieved.

AI integrationBackend DevelopmentMCP
0 likes · 6 min read
Why the New Official PHP MCP SDK Is a Game‑Changer for AI‑Powered Development
Lao Guo's Learning Space
Lao Guo's Learning Space
Sep 5, 2025 · Backend Development

Deep Dive into MCP Streamable HTTP Message Formats

The article explains MCP's three communication modes—stdio, SSE, and Streamable HTTP—focuses on the Streamable HTTP protocol introduced in 2025, and walks through its four lifecycle phases with detailed JSON‑RPC request and response examples for initialization, runtime operations, updates, and closure.

Backend DevelopmentJSON-RPCMCP
0 likes · 8 min read
Deep Dive into MCP Streamable HTTP Message Formats
Architect
Architect
Sep 4, 2025 · Artificial Intelligence

Mastering Model Context Protocol (MCP) with Spring AI: From Theory to Hands‑On Implementation

This article explains the Model Context Protocol (MCP) introduced by Anthropic, compares it with Function Call, details its architecture and communication flow, and provides a step‑by‑step Spring AI guide—including server and client development, configuration, code examples, and testing—so developers can integrate AI models with back‑end services efficiently.

AI integrationMCPModel Context Protocol
0 likes · 23 min read
Mastering Model Context Protocol (MCP) with Spring AI: From Theory to Hands‑On Implementation
DataFunSummit
DataFunSummit
Sep 3, 2025 · Artificial Intelligence

Demystifying MCP: A Simple Guide to Building LLM Tool Integration Servers

This article explains the Model Context Protocol (MCP), its three‑layer architecture, its core advantages, and step‑by‑step development of an MCP server in TypeScript (with Python and C++ examples), showing how LLMs can invoke tools for tasks like Unreal Engine code analysis.

LLMMCPPython
0 likes · 16 min read
Demystifying MCP: A Simple Guide to Building LLM Tool Integration Servers
Alibaba Cloud Native
Alibaba Cloud Native
Sep 2, 2025 · Artificial Intelligence

How AI Can Design Your SQLite Database and Perform Data Analysis

This guide demonstrates using the Tongyi Lingma AI agent to automatically design an SQLite database schema, generate SQL, insert sample data, and conduct data analysis with visual charts, covering all required installations, configurations, prompts, and code snippets.

AIData AnalysisDatabase Design
0 likes · 6 min read
How AI Can Design Your SQLite Database and Perform Data Analysis
IT Services Circle
IT Services Circle
Sep 1, 2025 · Artificial Intelligence

Unlocking Gemini CLI: Extending Google’s AI Agent for Any LLM

This article introduces the rapidly popular Gemini CLI, compares it with Claude Code, explains its core features, demonstrates coding, multimodal, and MCP use cases, and details the author’s Easy LLM CLI fork that enables custom model integration, flexible configuration, and direct code embedding for developers.

AI AgentGemini CLILLM integration
0 likes · 15 min read
Unlocking Gemini CLI: Extending Google’s AI Agent for Any LLM
DaTaobao Tech
DaTaobao Tech
Sep 1, 2025 · Artificial Intelligence

Boost Business Automation with AI Agents and MCP: Real-World Insights

This article explores how integrating AI agents with the Model Context Protocol (MCP) and tools like Playwright can automate reporting and batch task creation, detailing practical implementations, challenges, performance comparisons with traditional solutions, and best practices for combining AI and engineering to achieve efficient, reliable business workflows.

AI AgentAutomationMCP
0 likes · 19 min read
Boost Business Automation with AI Agents and MCP: Real-World Insights
Alibaba Cloud Developer
Alibaba Cloud Developer
Aug 28, 2025 · Artificial Intelligence

How AI Agents and MCP Revolutionize Smart Reporting and Batch Task Automation

This article explores the practical integration of AI agents with Model Context Protocol (MCP) to build a smart reporting assistant and automate batch task creation, detailing the technical workflow, tool‑calling capabilities, implementation steps, challenges faced, and the benefits of combining agents with traditional engineering systems.

AI AgentMCPPrompt Engineering
0 likes · 18 min read
How AI Agents and MCP Revolutionize Smart Reporting and Batch Task Automation
Volcano Engine Developer Services
Volcano Engine Developer Services
Aug 27, 2025 · Information Security

How Volcano Engine Secures MCP OAuth: Multi‑Layer Defense Against Token Theft

This article examines the OAuth security challenges in Volcano Engine's Model Context Protocol (MCP) ecosystem and outlines a comprehensive, three‑stage defense strategy—including pre‑authorization double confirmation, token identity isolation, and API‑level permission controls—to protect user assets and data.

Defense in DepthInformation SecurityMCP
0 likes · 13 min read
How Volcano Engine Secures MCP OAuth: Multi‑Layer Defense Against Token Theft
Instant Consumer Technology Team
Instant Consumer Technology Team
Aug 22, 2025 · Artificial Intelligence

Unlock Claude Code: 16 Advanced Tips to Supercharge Your AI Coding

This guide walks you through Claude Code’s high‑impact features—including Bash mode, auto‑accept edits, plan mode, MCP server management, message navigation, code rollback, and version upgrades—showing how each shortcut saves time, reduces token usage, and streamlines AI‑assisted development.

AI coding assistantBash modeClaude Code
0 likes · 9 min read
Unlock Claude Code: 16 Advanced Tips to Supercharge Your AI Coding
JD Retail Technology
JD Retail Technology
Aug 20, 2025 · Artificial Intelligence

Launch Multi-Agent AI Systems with OxyGent in Just 20 Lines of Code

Learn how to quickly set up OxyGent, a flexible AI agent framework, by installing Python, Node.js, and the MCP tools, configuring environment variables, and using just 20 lines of code to build, debug, and deploy multi‑agent applications with features like RAG, tool integration, and distributed execution.

DeploymentMCPOxyGent
0 likes · 5 min read
Launch Multi-Agent AI Systems with OxyGent in Just 20 Lines of Code
Tencent Cloud Developer
Tencent Cloud Developer
Aug 19, 2025 · Artificial Intelligence

Demystifying LLMs: From Transformers to Agents, Prompts, and Function Calling

This article explains the fundamentals of large language models, covering transformer self‑attention, prompt engineering, API usage with temperature and tool parameters, function calling, agent architectures, the Model Context Protocol (MCP), Agent‑to‑Agent (A2A) communication, and future AI programming roles.

A2AAI agentsFunction Calling
0 likes · 11 min read
Demystifying LLMs: From Transformers to Agents, Prompts, and Function Calling
Alibaba Cloud Native
Alibaba Cloud Native
Aug 13, 2025 · Information Security

Investigating Suspicious AccessKey Activity with Alibaba Cloud Observability MCP

This guide walks through a real‑world AccessKey security incident, showing how to configure the Alibaba Cloud Observability MCP server, import JSON settings into Cherry Studio, and use natural‑language queries to audit logs, identify risky operations, monitor root account usage, and summarize overall system activity.

AccessKeyAlibaba CloudLog Auditing
0 likes · 8 min read
Investigating Suspicious AccessKey Activity with Alibaba Cloud Observability MCP
Zhongtong Tech
Zhongtong Tech
Aug 13, 2025 · Artificial Intelligence

Unlock Seamless AI‑Tool Interaction with the Model Context Protocol (MCP)

The Model Context Protocol (MCP) is an open‑source interface that standardizes how large language models interact with external data sources and tools, offering a USB‑C‑like universal connector for AI applications, with built‑in session management, security, and flexible HTTP/SSE transport for seamless real‑world integration.

AI integrationData SecurityLLM
0 likes · 7 min read
Unlock Seamless AI‑Tool Interaction with the Model Context Protocol (MCP)
Aikesheng Open Source Community
Aikesheng Open Source Community
Aug 12, 2025 · Artificial Intelligence

Why Model Context Protocol (MCP) Is the New AI Infrastructure You Can’t Miss

This article explains how the Model Context Protocol (MCP) solves the AI integration "M×N" problem by providing a universal language for AI applications and tools, outlines its technical principles, showcases practical case studies, and promotes the accompanying book that teaches MCP from theory to implementation.

AIMCPModel Context Protocol
0 likes · 9 min read
Why Model Context Protocol (MCP) Is the New AI Infrastructure You Can’t Miss
Tencent Technical Engineering
Tencent Technical Engineering
Aug 11, 2025 · Artificial Intelligence

Boost Your Coding with Cursor: Rules, MCPs, and Structured Thinking

After four months of using the AI code assistant Cursor, the author shares a practical methodology that combines clear requirement articulation, pre‑planning, custom rules, and various Model Context Protocol (MCP) tools—such as feedback‑enhanced, sequential‑thinking, and better‑tapd—to streamline development, reduce token waste, and improve collaboration.

AI codingCursorMCP
0 likes · 16 min read
Boost Your Coding with Cursor: Rules, MCPs, and Structured Thinking
DaTaobao Tech
DaTaobao Tech
Aug 8, 2025 · Frontend Development

Can AI Turn Design Mockups into Perfect Front‑End Code with One Click?

This article explores how a new AI‑powered workflow combines visual layout detection, design‑system standards, DSL recall, and a custom design‑plugin to turn complex transaction‑page mockups into clean, rpx‑compatible front‑end code in just a few steps, dramatically reducing developer effort and error.

AIMCPWeaveFox
0 likes · 20 min read
Can AI Turn Design Mockups into Perfect Front‑End Code with One Click?
Baidu Geek Talk
Baidu Geek Talk
Aug 6, 2025 · Artificial Intelligence

How AI Can Supercharge Your Development Workflow from Docs to Code

This article describes how a development team integrated a suite of AI‑driven workflows—including AI‑generated documentation, code scaffolding, rule‑based IDE guidance, MCP server connectivity, and memory banks—to reduce repetitive tasks, accelerate coding, improve code review, and streamline operations across the entire software lifecycle.

AI codingAI workflowMCP
0 likes · 18 min read
How AI Can Supercharge Your Development Workflow from Docs to Code
Java Architecture Diary
Java Architecture Diary
Aug 5, 2025 · Backend Development

Build a Spring Boot MCP Server to Let AI Safely Call Your App

This guide walks you through creating a lightweight Spring Boot MCP service that securely exposes CRM data as AI‑callable tools, covering project setup, data model definition, tool implementation, registration, and both STDIO and SSE client connections for seamless AI integration.

MCPspring-boot
0 likes · 9 min read
Build a Spring Boot MCP Server to Let AI Safely Call Your App
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Jul 30, 2025 · Artificial Intelligence

How MCP‑RAG Overcomes Prompt Inflation for Massive LLM Service Calls

This article analyzes the prompt‑inflation bottleneck that arises when large language models (LLMs) must handle thousands of Model Context Protocol (MCP) services, and introduces the MCP‑RAG architecture—a retrieval‑augmented generation solution that builds a metadata knowledge base and intelligent retrieval layer to enable precise, efficient MCP service discovery at scale.

AILLMMCP
0 likes · 21 min read
How MCP‑RAG Overcomes Prompt Inflation for Massive LLM Service Calls
Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Jul 24, 2025 · Cloud Computing

Why Serverless Is the Best Way to Deploy Enterprise MCP Servers

The article explains how the MCP protocol standardizes AI model interactions with external services, outlines the challenges of deploying MCP servers in enterprises, and demonstrates how Huawei Cloud FunctionGraph's serverless workflow offers a low‑cost, scalable, and secure solution with step‑by‑step deployment guidance.

AI integrationCloud FunctionsMCP
0 likes · 8 min read
Why Serverless Is the Best Way to Deploy Enterprise MCP Servers
Sohu Tech Products
Sohu Tech Products
Jul 23, 2025 · Artificial Intelligence

Unlock AI Power with Model Context Protocol: A Hands‑On Sentry Integration Guide

This article introduces the Model Context Protocol (MCP) as an open standard for connecting large language models to external data and tools, outlines its core advantages, showcases a wide range of ready‑made services, and provides a detailed Python implementation that integrates Sentry bug‑tracking and APM data into AI assistants for real‑time analysis and reporting.

AIMCPPython
0 likes · 19 min read
Unlock AI Power with Model Context Protocol: A Hands‑On Sentry Integration Guide
Volcano Engine Developer Services
Volcano Engine Developer Services
Jul 16, 2025 · Information Security

Securing the Model Context Protocol (MCP): Volcanic Engine’s End‑to‑End Approach

This article explains how Volcanic Engine safeguards the Model Context Protocol (MCP) throughout its lifecycle, detailing MCP fundamentals, core components, a step‑by‑step interaction example, seven major security risks, official design principles, and a comprehensive security architecture covering admission control, native design, and runtime protection.

LLMMCPModel Context Protocol
0 likes · 21 min read
Securing the Model Context Protocol (MCP): Volcanic Engine’s End‑to‑End Approach
AI Large Model Application Practice
AI Large Model Application Practice
Jul 16, 2025 · Artificial Intelligence

Unlocking LLM Integration: A Deep Dive into MCP, A2A, and AG‑UI Protocols

This article introduces three emerging standards—MCP, A2A, and AG‑UI—that simplify connecting large language models to external tools, other agents, and user interfaces, explaining their origins, architectures, development workflows, key features, and how they complement each other in AI application development.

A2AAG-UIAI protocols
0 likes · 14 min read
Unlocking LLM Integration: A Deep Dive into MCP, A2A, and AG‑UI Protocols
Instant Consumer Technology Team
Instant Consumer Technology Team
Jul 15, 2025 · Artificial Intelligence

Master Claude Code: The Ultimate CLI AI Guide for Seamless Development

This comprehensive guide walks you through everything you need to know about Claude Code—from installation on macOS, Linux, and Windows via WSL, to core commands, configuration, MCP integration, security settings, advanced features, and CI/CD automation—ensuring you can harness the full power of this AI-powered CLI tool.

AI CLIClaude CodeInstallation
0 likes · 17 min read
Master Claude Code: The Ultimate CLI AI Guide for Seamless Development
Tencent Technical Engineering
Tencent Technical Engineering
Jul 14, 2025 · Artificial Intelligence

Demystifying AIGC, Agents, and MCP: Core Concepts and How They Interact

This article provides a concise overview of the latest AI concepts—including AIGC, Retrieval‑Augmented Generation, Function‑Calling models, intelligent agents, and the Model Context Protocol—explaining their principles, differences, and how they can be combined to build more powerful AI applications for developers outside the AI field.

AIGCAgentFunction Calling
0 likes · 15 min read
Demystifying AIGC, Agents, and MCP: Core Concepts and How They Interact
Tech Freedom Circle
Tech Freedom Circle
Jul 11, 2025 · Artificial Intelligence

The Three Core Protocols of AI Agents 2.0: MCP, A2A, and AG‑UI

This article explains the three foundational protocols—MCP for tool access, A2A for inter‑agent communication, and AG‑UI for Agent‑UI interaction—detailing their origins, technical roles, example implementations, and how they together form the communication backbone of modern AI applications.

A2AAG-UIAI Agent
0 likes · 18 min read
The Three Core Protocols of AI Agents 2.0: MCP, A2A, and AG‑UI
Go Programming World
Go Programming World
Jul 11, 2025 · Artificial Intelligence

Why MCP Protocol Is the Next Essential Skill for AI Developers

The article explains how the rapidly emerging MCP protocol has become a de‑facto standard for AI agents, why developers should treat it like HTTP, and offers practical learning paths—including official docs, books, and hands‑on projects—to master MCP efficiently.

Learning ResourcesMCPprotocol
0 likes · 7 min read
Why MCP Protocol Is the Next Essential Skill for AI Developers