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AI Open-Source Efficiency Guide
AI Open-Source Efficiency Guide
Mar 24, 2026 · Artificial Intelligence

Uncovering Claude’s 37 Hidden Tools: A Complete Reverse‑Engineered Guide

The article documents a week‑long, cross‑platform reverse‑engineering project that catalogs over 37 undocumented internal tools in Claude.ai, describing their schemas, behavior tests, edge cases, and platform‑specific availability, and reveals that Claude actually consists of three distinct toolsets with notable fragmentation.

AI toolsClaudeMCP
0 likes · 11 min read
Uncovering Claude’s 37 Hidden Tools: A Complete Reverse‑Engineered Guide
Tencent Tech
Tencent Tech
Mar 24, 2026 · Artificial Intelligence

Unlocking AI Power: How Skill Packages Transform Large Language Models

This article provides a comprehensive technical guide to Skill packages—standardized knowledge containers that give large language models expert-level execution capabilities—covering their definition, architecture, integration with the Model Context Protocol (MCP), creation workflow, best‑practice tips, collaborative patterns, debugging strategies, philosophical implications, and future directions.

AI toolingLLMMCP
0 likes · 18 min read
Unlocking AI Power: How Skill Packages Transform Large Language Models
Su San Talks Tech
Su San Talks Tech
Mar 24, 2026 · Artificial Intelligence

Master Claude Code: From Installation to Advanced AI‑Powered Programming Assistant

This comprehensive guide walks you through setting up Claude Code, explains its tool‑use architecture, shows how to configure the environment, manage project context, use plan and think modes, control dialogue flow, create custom commands, and extend functionality with MCP servers such as Playwright.

AI programmingClaude CodeContext Management
0 likes · 23 min read
Master Claude Code: From Installation to Advanced AI‑Powered Programming Assistant
DataFunTalk
DataFunTalk
Mar 23, 2026 · Artificial Intelligence

MCP vs CLI for AI Agents: 5 Signals to Pick CLI and 4 Signals to Pick MCP

This article provides a detailed technical comparison between Model Context Protocol (MCP) and traditional Command Line Interface (CLI) for AI agents, outlining their design goals, performance trade‑offs, security implications, benchmark results, and a practical decision framework with concrete signals for choosing the right approach.

AI agentCLIHybrid Architecture
0 likes · 14 min read
MCP vs CLI for AI Agents: 5 Signals to Pick CLI and 4 Signals to Pick MCP
Java One
Java One
Mar 23, 2026 · Artificial Intelligence

Master Claude Code: From Installation to Advanced AI‑Powered Development Workflows

This comprehensive guide walks you through the Claude Certified Architect exam structure, explains how Claude Code turns a language model into a full‑featured programming assistant, details installation on macOS, Linux and Windows, demonstrates tool‑use mechanics, context management, custom commands, and extending functionality with MCP servers such as Playwright.

AIClaudeMCP
0 likes · 27 min read
Master Claude Code: From Installation to Advanced AI‑Powered Development Workflows
AgentGuide
AgentGuide
Mar 21, 2026 · Artificial Intelligence

What Is the Model Context Protocol (MCP)? An Interview‑Style Deep Dive

The article explains MCP (Model Context Protocol) as a standardized interface for AI applications to access external data sources and tools, compares it with function calling, outlines its security considerations, architecture, resource types, and transport options such as Stdio and Streamable HTTP.

AI applicationsClient-Server ArchitectureJSON-RPC
0 likes · 5 min read
What Is the Model Context Protocol (MCP)? An Interview‑Style Deep Dive
ShiZhen AI
ShiZhen AI
Mar 20, 2026 · Artificial Intelligence

How Claude Code’s New “Channels” Feature Turns Your Phone into a Remote AI Coding Assistant

Claude Code’s newly released Channels feature lets developers control active Claude Code sessions from Telegram or Discord on their phones, using the Model Context Protocol (MCP) to create a bidirectional server, while the preview highlights both setup steps and its broader strategic impact on AI‑driven development.

AI coding assistantChannelsClaude Code
0 likes · 6 min read
How Claude Code’s New “Channels” Feature Turns Your Phone into a Remote AI Coding Assistant
Data STUDIO
Data STUDIO
Mar 18, 2026 · Artificial Intelligence

Building a Smart Web AI Agent with FastAPI, LangGraph, and MCP

This article walks through the design and implementation of a production‑ready Web AI agent that uses FastAPI as the HTTP layer, LangGraph to orchestrate multi‑step reasoning, and MCP to expose external tools, showing how to manage state, integrate multiple LLM providers, and extend the system with persistence, rate‑limiting, and monitoring.

AI agentFastAPILLM
0 likes · 20 min read
Building a Smart Web AI Agent with FastAPI, LangGraph, and MCP
AI Explorer
AI Explorer
Mar 18, 2026 · Artificial Intelligence

How to Empower Claude with Professional Skills: The Complete Anthropic Skills Guide

Anthropic's 33‑page official guide explains the design philosophy, three‑layer progressive disclosure architecture, usage categories, five practical patterns, authoring tips, debugging methods, success metrics, and a step‑by‑step workflow for building Claude Skills that give AI agents reusable professional capabilities.

AI workflowAgent SkillsAnthropic
0 likes · 16 min read
How to Empower Claude with Professional Skills: The Complete Anthropic Skills Guide
AI Architecture Hub
AI Architecture Hub
Mar 18, 2026 · Artificial Intelligence

How to Pass the New Claude Certified Architect Exam: A Step‑by‑Step Guide

Anthropic’s newly launched Claude Certified Architect program offers a free, one‑time exam that tests real‑world architecture skills with Claude Code, Agent SDK, API and MCP, and this guide explains the certification’s purpose, exam rules, application workflow, and seven practical preparation strategies.

AI certificationClaudeMCP
0 likes · 7 min read
How to Pass the New Claude Certified Architect Exam: A Step‑by‑Step Guide
Architect's Ambition
Architect's Ambition
Mar 17, 2026 · Backend Development

How to Equip Cursor AI with a Project‑Management Brain Using Superpowers MCP

The article explains why AI‑generated code often requires rework, introduces the Superpowers MCP tool that enforces a structured three‑step workflow, details its core commands and installation, and demonstrates a real‑world Spring Boot payment‑callback implementation that boosts code pass rate from 40% to 95% and cuts rework tenfold.

AI coding workflowCursor AIMCP
0 likes · 11 min read
How to Equip Cursor AI with a Project‑Management Brain Using Superpowers MCP
o-ai.tech
o-ai.tech
Mar 14, 2026 · Artificial Intelligence

Mastering Codex: Essential Best Practices for Coding Agents

This guide walks beginners through proven habits for using Codex more efficiently across CLI, IDE extensions, and the Codex app, covering prompting, planning, validation, AGENTS.md, MCP integration, skills, automations, configuration, testing, and session management.

AGENTS.mdAI codingCodex
0 likes · 16 min read
Mastering Codex: Essential Best Practices for Coding Agents
Frontend AI Walk
Frontend AI Walk
Mar 14, 2026 · Artificial Intelligence

Advanced AI Coding Workflow: Use Figma MCP to Read Designs and YApi MCP to Read APIs for Ready‑to‑Deploy Development

This guide shows how to replace the manual hand‑copying of design specs and API fields with an engineered AI workflow that reads Figma frames via Figma MCP and API schemas via YApi MCP, then generates reusable React + Tailwind code, type definitions, and integration steps for immediate delivery.

AI programmingFigmaMCP
0 likes · 14 min read
Advanced AI Coding Workflow: Use Figma MCP to Read Designs and YApi MCP to Read APIs for Ready‑to‑Deploy Development
SpringMeng
SpringMeng
Mar 14, 2026 · Artificial Intelligence

How Do Skills, MCP, RAG, and Agents Relate in OpenClaw?

The article explains OpenClaw’s four‑layer architecture—Agent, Memory, RAG, and Skills—detailing how each component (including Function Call and MCP) works, how they differ from platforms like Dify, and provides practical security guidelines for running the open‑source AI agent framework.

AI agentMCPMemory
0 likes · 15 min read
How Do Skills, MCP, RAG, and Agents Relate in OpenClaw?
AI Engineering
AI Engineering
Mar 14, 2026 · Artificial Intelligence

How Chrome 146’s New MCP Feature Disrupts AI Browser Automation

Chrome 146 adds native MCP support that lets AI agents control the currently logged‑in browser session, eliminating the need for headless mode or credential transfer, expanding automation possibilities while introducing new security considerations.

ChromeClaudeMCP
0 likes · 4 min read
How Chrome 146’s New MCP Feature Disrupts AI Browser Automation
DaTaobao Tech
DaTaobao Tech
Mar 13, 2026 · Artificial Intelligence

How an AI Platform Replaces 150+ Lines of Code for E‑commerce Promotion Risk Detection

The article explains how a natural‑language‑driven AI platform, with pre‑configured agents and parameterized calls, can replace a complex 150‑line SKU‑combination risk‑checking algorithm in e‑commerce, dramatically improving readability, maintainability, development speed, and business value while reducing cost and response time.

AILow‑codeMCP
0 likes · 17 min read
How an AI Platform Replaces 150+ Lines of Code for E‑commerce Promotion Risk Detection
Data STUDIO
Data STUDIO
Mar 11, 2026 · Backend Development

Build Your First MCP Server with FastMCP – A Python Power Tool

This article introduces the Model Context Protocol (MCP) and the FastMCP Python library, then walks through setting up a virtual environment, creating a simple weather‑query tool, testing it with a client, upgrading to a real OpenWeatherMap API, and finally covering production deployment options such as HTTP transport, Docker, and security middleware.

AI toolsDeploymentDocker
0 likes · 19 min read
Build Your First MCP Server with FastMCP – A Python Power Tool
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Mar 10, 2026 · Artificial Intelligence

Say Goodbye to Repetitive Prompts: A Complete Guide to Building Claude Skills

This guide explains how to create, structure, and deploy Claude Skills—a folder of Markdown files with a YAML preamble and optional scripts—to automate complex workflows, improve prompt efficiency, and integrate via the /v1/skills API, covering design principles, naming rules, testing, and distribution.

AI SkillsAPIClaude
0 likes · 7 min read
Say Goodbye to Repetitive Prompts: A Complete Guide to Building Claude Skills
IT Services Circle
IT Services Circle
Mar 8, 2026 · Artificial Intelligence

Mastering LLM Skills: Modular Prompt Engineering for Scalable AI Workflows

The article explains how to replace monolithic prompts with reusable, lazy‑loaded Skill files, compares Skills with Prompt, MCP and Function Calling, shows concrete Skill structures and examples, and demonstrates a Spring Boot AI interview platform with open‑source repositories.

AI workflowFunction CallingLLM
0 likes · 12 min read
Mastering LLM Skills: Modular Prompt Engineering for Scalable AI Workflows
AI Architecture Path
AI Architecture Path
Mar 8, 2026 · Cloud Computing

Unlock Google Workspace with gws: The All‑In‑One CLI for AI‑Powered Office Automation

The gws CLI bundles every Google Workspace API into a single command‑line tool, offering dynamic command generation, structured JSON output, and native MCP support for AI agents, with easy npm installation, step‑by‑step usage examples, OpenClaw integration, and essential tips to avoid common pitfalls.

AI automationCLIGoogle Workspace
0 likes · 12 min read
Unlock Google Workspace with gws: The All‑In‑One CLI for AI‑Powered Office Automation
Top Architecture Tech Stack
Top Architecture Tech Stack
Mar 5, 2026 · Artificial Intelligence

Unlock OpenClaw: 8 Powerful AI Agent Use Cases You Can Deploy Today

This guide walks you through eight production‑grade OpenClaw scenarios—including cron‑driven briefings, webhook integrations, MCP data access, multi‑agent roles, browser automation, mobile camera monitoring, custom skill creation, and workspace configuration—providing complete configuration files and command‑line examples for immediate use.

AI automationCustom skillMCP
0 likes · 16 min read
Unlock OpenClaw: 8 Powerful AI Agent Use Cases You Can Deploy Today
Java Backend Technology
Java Backend Technology
Mar 5, 2026 · Artificial Intelligence

How to Slash AI Token Costs: MCP vs Skill and 6 Proven Optimization Techniques

This article explains the fundamental differences between web session tokens and AI tokens, compares MCP and Skill token consumption, presents pricing formulas for major models, and offers practical strategies—including prompt compression, context management, and dynamic toolsets—to dramatically reduce AI token expenses.

Artificial IntelligenceCost ManagementMCP
0 likes · 16 min read
How to Slash AI Token Costs: MCP vs Skill and 6 Proven Optimization Techniques
JD Tech
JD Tech
Feb 27, 2026 · Artificial Intelligence

Why Agent Skills and MCP Should Work Together, Not Compete

This article clarifies the distinct roles of Agent Skills and Model Context Protocol (MCP), compares their core features, shows how they complement each other through design philosophy and real‑world scenarios, and provides a decision framework for choosing the right tool in AI agent architectures.

AI ArchitectureAgent SkillsMCP
0 likes · 26 min read
Why Agent Skills and MCP Should Work Together, Not Compete
Alibaba Cloud Developer
Alibaba Cloud Developer
Feb 26, 2026 · Artificial Intelligence

Why Function Calling, MCP, and Skills Matter for Modern AI Agents

This article explains the core concepts of Function Calling, Model Context Protocol (MCP), and Skills, showing how they build on each other to enable reliable tool use, reduce integration costs, and let users define complex workflows with natural language.

AIAgentsFunctionCallingLLMIntegration
0 likes · 18 min read
Why Function Calling, MCP, and Skills Matter for Modern AI Agents
macrozheng
macrozheng
Feb 22, 2026 · Artificial Intelligence

Grab McDonald’s Coupons with Anthropic’s MCP and Claude Code

This step‑by‑step guide shows how to activate the McDonald’s Model Context Protocol (MCP), integrate it into Cherry Studio, install Claude Code support, and use AI commands to automatically retrieve and claim McDonald’s coupons.

AI integrationCherry StudioClaude Code
0 likes · 6 min read
Grab McDonald’s Coupons with Anthropic’s MCP and Claude Code
Open Source Tech Hub
Open Source Tech Hub
Feb 20, 2026 · Artificial Intelligence

How to Build AI Agents in PHP with the Model Context Protocol (MCP)

Learn how to connect PHP-based AI agents to the Model Context Protocol (MCP) using the open‑source Neuron AI framework, covering MCP fundamentals, server setup, tool integration, and example code for creating custom agents that can invoke external APIs, databases, and web content.

AI AgentsLLMMCP
0 likes · 12 min read
How to Build AI Agents in PHP with the Model Context Protocol (MCP)
AI Tech Publishing
AI Tech Publishing
Feb 18, 2026 · Artificial Intelligence

Empowering Agents with Skills: Let Specialized Agents Handle Expert Tasks

This tutorial shows how to extend the MiniManus agent framework with Skill support, explains why Skills are needed compared to plain MCP, details the Claude Skill specification, provides concrete command‑line operations, code implementations, and demonstrates Skill‑MCP collaboration through practical examples.

AgentGitHubMCP
0 likes · 10 min read
Empowering Agents with Skills: Let Specialized Agents Handle Expert Tasks
SpringMeng
SpringMeng
Feb 17, 2026 · Backend Development

Building an MCP Service with Spring Boot 3 and OpenSpec: A Hands‑On Demo

This article walks through the complete development of a minimal Model Context Protocol (MCP) server using Spring Boot 3 and Server‑Sent Events, illustrating how OpenSpec drives the workflow from proposal and task breakdown to design, implementation, testing, and integration with Claude Code.

JSON-RPCJavaMCP
0 likes · 13 min read
Building an MCP Service with Spring Boot 3 and OpenSpec: A Hands‑On Demo
AI Tech Publishing
AI Tech Publishing
Feb 16, 2026 · Artificial Intelligence

Mastering MCP: Connecting AI Agents to the World in One Lesson

This tutorial explains how the Model Context Protocol (MCP) standardizes AI agent integration by replacing custom tool code with a JSON‑RPC based, auto‑discovered ecosystem, walks through configuration, core loading logic, code implementation, a runnable example, and compares MCP with traditional tool use.

AI agentJSON-RPCMCP
0 likes · 8 min read
Mastering MCP: Connecting AI Agents to the World in One Lesson
PaperAgent
PaperAgent
Feb 13, 2026 · Artificial Intelligence

How to Build Claude Skills: A Complete Guide to Powerful AI Agents

This article provides a detailed technical guide on Anthropic's Claude Skills, explaining their definition, file structure, progressive disclosure design, real‑world use cases, step‑by‑step implementation instructions, core design patterns, testing methods, success metrics, and iteration signals for building robust AI agents.

AI AgentsClaudeMCP
0 likes · 11 min read
How to Build Claude Skills: A Complete Guide to Powerful AI Agents
Node.js Tech Stack
Node.js Tech Stack
Feb 11, 2026 · Artificial Intelligence

Draw.io launches official MCP server – a surprisingly smooth AI‑powered diagram experience

Draw.io (now diagrams.net) has released an official MCP server that lets AI‑enabled editors like Cursor generate and edit diagrams instantly by converting AI‑produced Mermaid, CSV, or XML data into a Draw.io link, offering a seamless, editable workflow with privacy‑preserving URL‑based rendering, though limited by URL length.

AI diagramsCSVCursor
0 likes · 7 min read
Draw.io launches official MCP server – a surprisingly smooth AI‑powered diagram experience
Architect
Architect
Feb 11, 2026 · Artificial Intelligence

How to Engineer Claude Agents for Stable Production: From Single Agent to Multi‑Agent Systems

This article synthesizes Anthropic’s recent Claude Agent blogs, presenting a layered architecture and practical steps to transform chat‑centric agents into reliable, production‑ready systems, covering when to adopt multi‑agent setups, the role of Skills and MCP, and a ready‑to‑use implementation checklist.

MCPSoftware Architecturemulti-agent
0 likes · 22 min read
How to Engineer Claude Agents for Stable Production: From Single Agent to Multi‑Agent Systems
DataFunTalk
DataFunTalk
Feb 1, 2026 · Artificial Intelligence

Why Personal AI Agents Like Clawdbot Are Redefining Software Development

In this interview, veteran iOS developer Peter Steinberger explains how his open‑source project Clawdbot (now Moltbot) evolved from a personal need for an autonomous assistant, detailing its rapid GitHub growth, WhatsApp integration, CLI‑first philosophy, security considerations, and his vision for a future where personal AI agents replace traditional apps.

AI AgentsCLI toolsMCP
0 likes · 25 min read
Why Personal AI Agents Like Clawdbot Are Redefining Software Development
AI Software Product Manager
AI Software Product Manager
Jan 31, 2026 · Artificial Intelligence

Mastering Claude Code: Optimize Context and Subagents for High‑Value AI Output

This article explains how to maximize the efficiency of Claude Code by understanding context windows, selecting optimal tokens, using commands like /upgrade, /model, and /init, and leveraging subagents, MCP servers, and skills to reduce token consumption while maintaining high‑quality AI responses.

AI workflowClaude CodeLLM context
0 likes · 11 min read
Mastering Claude Code: Optimize Context and Subagents for High‑Value AI Output
Old Zhang's AI Learning
Old Zhang's AI Learning
Jan 30, 2026 · Artificial Intelligence

Mastering Skills, Tools, MCP, and Subagents in Anthropic’s Agent Course

This article breaks down the core concepts from the free Anthropic short course—Tools, Skills, the Model Context Protocol (MCP), and Subagents—explaining their roles, differences, and how they combine to build reliable, parallelizable AI agents, illustrated with a customer‑insight case study.

AI AgentsAgent ArchitectureAnthropic
0 likes · 8 min read
Mastering Skills, Tools, MCP, and Subagents in Anthropic’s Agent Course
AI Tech Publishing
AI Tech Publishing
Jan 29, 2026 · Industry Insights

Why You Might Skip Skills to Avoid Repeating MCP’s Failure

The article examines the rise and fall of MCP, explains why simply adding AI‑driven Skills without rethinking workflows leads to “skill debt,” and outlines three hidden costs—expert knowledge capture, version drift, and context explosion—while proposing practical solutions such as experience capture, Skill‑as‑Code testing, and dynamic routing.

AIDynamic RoutingMCP
0 likes · 9 min read
Why You Might Skip Skills to Avoid Repeating MCP’s Failure
Wuming AI
Wuming AI
Jan 27, 2026 · Artificial Intelligence

Master Claude Code: Build Efficient AI‑Powered Development Workflows

This guide explains how to treat Claude Code as a long‑term partner by configuring lightweight fine‑tuning, organizing reusable skills and slash commands, leveraging event‑driven hooks, deploying focused subagents, managing Model Context Protocol (MCP) and plugins, and applying productivity tips to maximize AI‑assisted coding efficiency.

AIClaudeMCP
0 likes · 12 min read
Master Claude Code: Build Efficient AI‑Powered Development Workflows
Efficient Ops
Efficient Ops
Jan 26, 2026 · Artificial Intelligence

Why AI Skills Will Redefine Agents Beyond MCP

This article explains how AI Skills serve as structured knowledge bases that complement, rather than replace, Model Context Protocols, enhance Retrieval‑Augmented Generation, and drive three major trends—standardized agent stacks, low‑code knowledge engineering, and the emergence of personal AI agents.

AI AgentsAI ecosystemKnowledge Engineering
0 likes · 8 min read
Why AI Skills Will Redefine Agents Beyond MCP
JD Tech Talk
JD Tech Talk
Jan 26, 2026 · Backend Development

Building a Multi‑Protocol MCP Server in TypeScript: Full Guide and Code

This article introduces a TypeScript MCP‑Server framework that simultaneously supports stdio, streamableHttp, and SSE protocols, explains its design motivations, outlines its modular architecture, provides setup and deployment instructions, and showcases key source code and usage examples.

MCPNode.jsSSE
0 likes · 9 min read
Building a Multi‑Protocol MCP Server in TypeScript: Full Guide and Code
AI Architecture Hub
AI Architecture Hub
Jan 26, 2026 · Artificial Intelligence

How Everything Claude Code Turns AI Coding Into Reliable Engineering

Everything Claude Code, an open‑source, production‑tested Claude AI coding assistant, rapidly gained 25.7k stars by offering a modular, engineering‑grade configuration that standardizes code style, automates rule enforcement, and integrates hooks, agents, skills, commands, and MCP to streamline AI‑driven development.

AI codingClaudeMCP
0 likes · 8 min read
How Everything Claude Code Turns AI Coding Into Reliable Engineering
Fun with Large Models
Fun with Large Models
Jan 25, 2026 · Artificial Intelligence

Complete Guide to Agent Skills: Core Concepts, Design Patterns, and Hands‑On Code

This article explains the three‑layer Agent Skills architecture, demonstrates step‑by‑step creation and configuration of a Skill using Claude Code—including metadata, instruction, and resource layers, advanced scripting integration, and a detailed comparison with MCP, highlighting token savings and use‑case differences.

AI agentAgent SkillsClaude Code
0 likes · 18 min read
Complete Guide to Agent Skills: Core Concepts, Design Patterns, and Hands‑On Code
Data Thinking Notes
Data Thinking Notes
Jan 25, 2026 · Artificial Intelligence

Why Anthropic Switched from Specialized Agents to Skills—and What It Means for AI Development

Anthropic’s technical blog explains the shift from building domain‑specific agents to creating reusable Agent Skills, detailing the new code‑centric paradigm, progressive disclosure, skill ecosystem, real‑world examples in finance and healthcare, and the emerging architecture that unifies agents, runtimes, MCP servers, and skill libraries.

AI AgentsAgent SkillsClaude
0 likes · 14 min read
Why Anthropic Switched from Specialized Agents to Skills—and What It Means for AI Development
Architect
Architect
Jan 25, 2026 · Artificial Intelligence

How Anthropic’s ‘Skills’ Turn Code into Scalable AI Agents

Anthropic’s recent blog introduces a four‑layer agent architecture—Loop, Runtime, MCP, and Skills—showing how treating code as a universal interface enables agents to execute real‑world tasks, while Skills package reusable, versioned workflows, scripts, and documentation to bridge the gap between model intelligence and practical operations.

MCPSkills architecture
0 likes · 16 min read
How Anthropic’s ‘Skills’ Turn Code into Scalable AI Agents
Architect
Architect
Jan 23, 2026 · Artificial Intelligence

Turn Claude Code into a Team Asset: A 7‑Component Config‑as‑Code Blueprint

This guide shows how to transform Claude Code from a personal shortcut into a stable, version‑controlled team asset by organizing its usage into seven configurable components, outlining a step‑by‑step rollout, and providing practical examples, repository structures, plugins, and common pitfalls.

AI toolingClaude CodeMCP
0 likes · 15 min read
Turn Claude Code into a Team Asset: A 7‑Component Config‑as‑Code Blueprint
AI Engineering
AI Engineering
Jan 22, 2026 · Artificial Intelligence

MCP Isn’t Broken – It’s Your Server Design, Not the Protocol

The article argues that the recent hype around Skills and the criticism of MCP stem from a mindset problem: developers treat MCP like a REST API wrapper, leading to poor server designs, and it offers six concrete design principles to build agent‑friendly MCP services.

AI toolingAgent DesignMCP
0 likes · 11 min read
MCP Isn’t Broken – It’s Your Server Design, Not the Protocol
AI Insight Log
AI Insight Log
Jan 22, 2026 · Artificial Intelligence

Claude Code’s New VS Code Plugin Brings Native GUI and Deep Integration

Anthropic has released the Claude Code VS Code plugin, adding a Spark icon that opens an AI‑powered coding assistant directly in the editor, with features like @‑based fuzzy file referencing, WYSIWYG context capture, Plan Mode approvals, Inline Diffs, Git and MCP integration, and terminal support, while still retaining CLI‑only checkpoints for rollback.

AI codingClaudeGit integration
0 likes · 5 min read
Claude Code’s New VS Code Plugin Brings Native GUI and Deep Integration
Woodpecker Software Testing
Woodpecker Software Testing
Jan 21, 2026 · Artificial Intelligence

Build an AI Agent with FastAPI & Alibaba Cloud: Text Q&A, Image Recognition, and Text‑to‑Image

This guide walks through designing and implementing an AI assistant that connects FastAPI to Alibaba Cloud large‑model services, supports streaming text Q&A, image understanding, text‑to‑image generation, network search, and MCP‑based map queries, with full front‑end and back‑end code examples.

AI chatbotAlibaba CloudFastAPI
0 likes · 38 min read
Build an AI Agent with FastAPI & Alibaba Cloud: Text Q&A, Image Recognition, and Text‑to‑Image
AI Engineering
AI Engineering
Jan 20, 2026 · Artificial Intelligence

How mcpx Cuts Token Overhead in MCP Tool Calls for Local LLMs

The article explains how mcpx reduces MCP tool definition tokens from tens of thousands to a few hundred by discovering tools at execution time, improving accuracy and speed for local large language models while preserving prompt cache integrity.

AnthropicMCPTool Calling
0 likes · 6 min read
How mcpx Cuts Token Overhead in MCP Tool Calls for Local LLMs
JD Tech
JD Tech
Jan 20, 2026 · Backend Development

How to Build a Multi‑Protocol MCP Server Framework with TypeScript

This article explains why a unified MCP‑Server framework supporting stdio, streamableHttp, and SSE is needed for AI‑driven services, describes its modular design, directory layout, startup commands, environment‑based configuration, key code components, deployment scripts, and showcases successful integration with JoyCode and JoyAgent.

DevOpsMCPSSE
0 likes · 9 min read
How to Build a Multi‑Protocol MCP Server Framework with TypeScript
Woodpecker Software Testing
Woodpecker Software Testing
Jan 15, 2026 · Artificial Intelligence

Step-by-Step Guide to Building Your First AI Agent: Connecting Alibaba Cloud, OpenAI, Dashscope, DeepSeek, and Ollama

This article provides a detailed, hands‑on tutorial for creating an AI agent, covering registration and API key setup for Alibaba Cloud, OpenAI, Dashscope and DeepSeek, installing and using Ollama for local model deployment, configuring CherryStudio, and implementing function‑calling and MCP techniques with full code examples.

AI agentAlibaba CloudDashScope
0 likes · 26 min read
Step-by-Step Guide to Building Your First AI Agent: Connecting Alibaba Cloud, OpenAI, Dashscope, DeepSeek, and Ollama
AI Engineering
AI Engineering
Jan 15, 2026 · Artificial Intelligence

Why Anthropic Introduced Agent Skills and How They Could Transform AI Agents

The article analyzes Anthropic's new Agent Skills concept, explaining how it addresses the token‑bloat and positioning gaps of MCP, outlines its progressive‑disclosure design, shows a file‑system structure, and discusses practical usage and early platforms for skill sharing.

AI AgentsAgent SkillsAnthropic
0 likes · 12 min read
Why Anthropic Introduced Agent Skills and How They Could Transform AI Agents
AI Insight Log
AI Insight Log
Jan 15, 2026 · Artificial Intelligence

How Claude Code’s New MCP Tool Search Slashes Tokens and Solves Context Explosion

Claude Code introduces MCP Tool Search, a lazy‑loading mechanism that dynamically loads only needed tools, cutting token usage by over 67,000 tokens in large MCP setups, preventing context bloat, improving performance, and offering developers regex and BM25 search options with defer_loading support.

BM25Claude CodeContext Management
0 likes · 6 min read
How Claude Code’s New MCP Tool Search Slashes Tokens and Solves Context Explosion
Tech Minimalism
Tech Minimalism
Jan 14, 2026 · Artificial Intelligence

Build Custom Claude Code Plugins: A Complete Step‑by‑Step Guide

This article walks you through the entire process of creating Claude Code plugins—from understanding why plugins are needed, setting up the directory structure, writing commands, agents, skills, and hooks, to testing, debugging, advanced features, and publishing—providing concrete code examples, configuration files, and best‑practice recommendations.

AI assistantClaude CodeCustom Commands
0 likes · 19 min read
Build Custom Claude Code Plugins: A Complete Step‑by‑Step Guide
Architect's Tech Stack
Architect's Tech Stack
Jan 12, 2026 · Artificial Intelligence

How TuriX-CUA Lets AI Control Your Windows and macOS Desktop

TuriX-CUA is an open‑source Python framework that lets AI agents understand screen content and perform mouse‑keyboard actions on Windows and macOS, offering high success rates, model hot‑swapping, MCP integration, and step‑by‑step installation for desktop automation tasks.

AI automationMCPPython
0 likes · 7 min read
How TuriX-CUA Lets AI Control Your Windows and macOS Desktop
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 9, 2026 · Backend Development

How to Build a Lightweight, Scalable AI Code Telemetry System with MCP Architecture

This article details the design and implementation of a lightweight, non‑intrusive data‑collection framework for multiple AI coding tools—covering background challenges, industry solutions, design principles, a three‑layer MCP‑based architecture, concrete hook scripts, telemetry handling, cross‑platform deployment, and future enhancements.

AICodeCollectionMCP
0 likes · 17 min read
How to Build a Lightweight, Scalable AI Code Telemetry System with MCP Architecture
Tech Minimalism
Tech Minimalism
Jan 8, 2026 · Artificial Intelligence

6 Must-Have Claude MCP Servers for Developers in 2025

This article evaluates the flood of Model Context Protocol (MCP) servers that have emerged since Anthropic released the protocol, defines clear criteria for selecting useful servers, and provides detailed installation steps, real‑world usage examples, and security best practices for six essential MCP servers that boost developer productivity.

AI assistantsClaudeMCP
0 likes · 15 min read
6 Must-Have Claude MCP Servers for Developers in 2025
Frontend AI Walk
Frontend AI Walk
Jan 4, 2026 · Artificial Intelligence

Skills vs MCP: How to Choose the Right Approach for AI Workflows

This article analytically compares Skills (brain‑level expertise) and MCP (external tool interface) for building AI agents, detailing their architectures, development effort, scalability, security, and real‑world use cases, and provides a decision framework to help engineers select the optimal combination.

AI AgentsMCPModel Context Protocol
0 likes · 13 min read
Skills vs MCP: How to Choose the Right Approach for AI Workflows
FunTester
FunTester
Jan 4, 2026 · Artificial Intelligence

Turn AI Workflow Design into Drag‑and‑Drop Magic with Claude Code Workflow Studio

Claude Code Workflow Studio is a VSCode extension that lets you visually design, export, and run AI‑driven automation workflows without writing code, offering low cognitive load, AI‑assisted editing, Slack sharing, and Git‑friendly version control for test and data processing scenarios.

AI workflowClaude CodeLow‑code
0 likes · 13 min read
Turn AI Workflow Design into Drag‑and‑Drop Magic with Claude Code Workflow Studio
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Jan 2, 2026 · Artificial Intelligence

From ChatGPT to LLM‑Native: Building Intelligent AI Agents and Workflows with LangChain

The article explains why traditional chat‑based AI tools are limited to advice, introduces next‑generation LLM‑native applications that can understand, plan, and act, and provides a step‑by‑step guide on designing AI workflows, autonomous agents, hybrid architectures, and the Model Context Protocol (MCP) using LangChain.

AI AgentsLLMLangChain
0 likes · 36 min read
From ChatGPT to LLM‑Native: Building Intelligent AI Agents and Workflows with LangChain
dbaplus Community
dbaplus Community
Jan 1, 2026 · Artificial Intelligence

Boost LLM Retrieval Accuracy with MCP – A Superior Alternative to RAG

This guide explains why traditional Retrieval‑Augmented Generation (RAG) struggles with precision, introduces the Model Context Protocol (MCP) as a standardized way for large language models to interact with external data sources, and provides step‑by‑step instructions for integrating MCP with MongoDB using Cherry Studio and VSCode +Cline.

FunctionCallMCPMongoDB
0 likes · 25 min read
Boost LLM Retrieval Accuracy with MCP – A Superior Alternative to RAG
Architect
Architect
Dec 31, 2025 · Artificial Intelligence

How Spring AI Implements the Model Context Protocol: A Deep Architecture Walkthrough

This article provides a detailed, source‑code‑level analysis of Spring AI’s Model Context Protocol (MCP) implementation, covering its layered architecture, core client‑server interaction steps, key components, runtime debugging with SSE, and practical code examples for building and testing MCP services in Java.

JavaMCPModel Context Protocol
0 likes · 23 min read
How Spring AI Implements the Model Context Protocol: A Deep Architecture Walkthrough
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Dec 29, 2025 · Artificial Intelligence

When to Use MCP vs Skill? Decoding AI Agent Extensions

This article explains the fundamental differences between Model Context Protocol (MCP) and Agent Skills, covering their design philosophy, technical architecture, token costs, security considerations, practical use‑cases, and how they complement each other in building powerful AI agents.

AI integrationAgent SkillFunction Calling
0 likes · 19 min read
When to Use MCP vs Skill? Decoding AI Agent Extensions
AI Architecture Hub
AI Architecture Hub
Dec 28, 2025 · Artificial Intelligence

Spring AI’s Model Context Protocol: Architecture, Code Walkthrough & Debugging

This article provides a comprehensive analysis of Spring AI’s Model Context Protocol (MCP), covering its layered client‑server architecture, core interaction sequences, key source‑code components, and step‑by‑step debugging of the SSE‑based initialization flow, enabling developers to integrate AI capabilities into Java applications with confidence.

AI integrationDebuggingJava
0 likes · 20 min read
Spring AI’s Model Context Protocol: Architecture, Code Walkthrough & Debugging
Architecture and Beyond
Architecture and Beyond
Dec 27, 2025 · Artificial Intelligence

Turning Claude Skill Folders into Scalable Industry Workflows

This article explains how Anthropic's Claude Skill folders let you package domain expertise, scripts, and resources into reusable modules, differentiate Skills from prompts, combine them with MCP tools and workflows, and build a robust mixed Agent‑Workflow architecture for reliable enterprise automation.

AI AgentsClaudeMCP
0 likes · 18 min read
Turning Claude Skill Folders into Scalable Industry Workflows
DevOps Engineer
DevOps Engineer
Dec 27, 2025 · Artificial Intelligence

Demystifying GitHub AI: Models, Agents, Spaces, Spark, and More

This article explains GitHub's AI ecosystem—Models, Copilot, Agents, Spaces, Spark, Instructions, Skills, and the Model Context Protocol—clarifying each component, their relationships, and practical steps for developers to integrate them into their workflow.

GitHub AIMCPModels
0 likes · 12 min read
Demystifying GitHub AI: Models, Agents, Spaces, Spark, and More
AI Insight Log
AI Insight Log
Dec 26, 2025 · Artificial Intelligence

Z Code Unites Claude, Gemini, and Codex in a Single AI Coding Hub

Z Code, a lightweight AI code editor now in Alpha for Mac and Windows, offers a visual GUI that bundles top agents Claude Code, Codex, and Gemini, enables single‑API‑key switching, provides granular permission modes, conversation‑based versioning, and built‑in Model Context Protocol support for external data sources.

AI code editorClaudeCodex
0 likes · 5 min read
Z Code Unites Claude, Gemini, and Codex in a Single AI Coding Hub
AI Tech Publishing
AI Tech Publishing
Dec 22, 2025 · Artificial Intelligence

How Agent Skills and MCP Servers Work Together

This article explains how Anthropic's Skills and Model Context Protocol (MCP) servers complement each other to let Claude agents follow specific workflows, access external tools, and produce consistent, reliable outputs, illustrated with real‑world use cases and a quick reference guide.

AI AgentsAnthropicClaude
0 likes · 13 min read
How Agent Skills and MCP Servers Work Together
Wuming AI
Wuming AI
Dec 21, 2025 · Artificial Intelligence

Claude Agent Skills Explained: Differences, Installation, and Practical Use

This article demystifies Claude's Agent Skills by defining their structure, comparing them with Rules and MCP, illustrating progressive disclosure with concrete examples, and providing step‑by‑step installation and usage instructions for both official and custom skills.

AIAgent SkillsClaude
0 likes · 11 min read
Claude Agent Skills Explained: Differences, Installation, and Practical Use
BirdNest Tech Talk
BirdNest Tech Talk
Dec 21, 2025 · Industry Insights

How Agent Skills and MCP Are Redefining Enterprise AI in 2025

The report analyzes the rapid emergence of Claude Skills and OpenAI's Agentic Commerce Protocol, detailing their technical architectures, benchmark performance, cross‑platform compatibility, enterprise adoption metrics, security challenges, and strategic implications for businesses entering the agentic AI era.

AI AgentsClaude SkillsMCP
0 likes · 20 min read
How Agent Skills and MCP Are Redefining Enterprise AI in 2025
Qborfy AI
Qborfy AI
Dec 17, 2025 · Artificial Intelligence

Unlocking AI Integration: A Hands‑On Guide to the Model Context Protocol (MCP)

The article introduces the Model Context Protocol (MCP), an open Anthropic standard that creates a secure, standardized, bidirectional bridge between large language models and external tools, then walks through its architecture, core components, Python server and client code, OpenAI integration, usage flow, ecosystem and future outlook.

AI integrationJSON-RPCMCP
0 likes · 8 min read
Unlocking AI Integration: A Hands‑On Guide to the Model Context Protocol (MCP)
Tencent Technical Engineering
Tencent Technical Engineering
Dec 15, 2025 · Artificial Intelligence

How to Add Human‑in‑the‑Loop Interrupts to LangGraph Agents for Safe, Controllable AI Workflows

This guide explains the concept of human‑in‑the‑loop (HITL) interruptions in LangGraph, outlines the core mechanisms such as persistent state and dynamic/static interrupts, and provides detailed Python examples for four classic patterns—approval/rejection, state editing, tool‑call review, and input validation—plus advanced topics like parallel interrupts and MCP‑based tool integration.

AI AgentsHuman-in-the-LoopLangGraph
0 likes · 35 min read
How to Add Human‑in‑the‑Loop Interrupts to LangGraph Agents for Safe, Controllable AI Workflows
Frontend AI Walk
Frontend AI Walk
Dec 14, 2025 · Artificial Intelligence

Advanced AI Agent Skills: Behind the Scenes and a Developer’s Guide

This article explains the origins of AI Agent Skills, walks through the standard tool‑use loop, provides step‑by‑step code for defining and invoking Skills with the OpenAI API, compares Skills with the emerging Model Context Protocol (MCP), and offers practical guidance for developers and architects building AI‑enabled systems.

AI Agent SkillsFunction CallingMCP
0 likes · 11 min read
Advanced AI Agent Skills: Behind the Scenes and a Developer’s Guide
Bilibili Tech
Bilibili Tech
Dec 12, 2025 · Artificial Intelligence

Turning a Simple JS Function into a Cross‑Platform AI Tool with MCP

This article details how we built an AI‑tool ecosystem by evolving a basic online JS cloud‑function platform into a unified, reusable capability layer that integrates with Flowise, LangChain StructuredTool, and the Model Context Protocol (MCP) to provide secure, cross‑platform tool calls for agents.

AI toolsLangChainMCP
0 likes · 20 min read
Turning a Simple JS Function into a Cross‑Platform AI Tool with MCP
Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 9, 2025 · Artificial Intelligence

Building Human‑in‑the‑Loop Agent Workflows with MCP on OpenLM

This article explains how to design and implement Human‑in‑the‑Loop (HITL) interactions for large‑model agents on Alibaba's OpenLM platform, covering the challenges of server‑side execution, MCP transport extensions, tool‑calling patterns, timeout handling, and UI rendering strategies across multiple client devices.

AgentHuman-in-the-LoopLarge Language Model
0 likes · 39 min read
Building Human‑in‑the‑Loop Agent Workflows with MCP on OpenLM
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