#MCP ecosystem
956 related articles
Deep Dives·2 min
What Is the MCP Protocol? Understanding the USB-C of the AI World
MCP (Model Context Protocol) is a unified standard for connecting AI models to external tools. This guide explains MCP's core concepts, practical value, and provides a quick-start tutorial.
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Tutorials·2 min
The Three-Layer Pyramid Model for Agent Development: From Beginner to Industrial-Grade Deployment
Deep dive into the Three-Layer Pyramid Model for Agent development, covering autonomous agents, collaborative multi-agent systems, and universal orchestration agents with a complete learning path from beginner to industrial-grade deployment.
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Tutorials·3 min
Getting Started with AI Full-Stack Development: A Knowledge Framework from Machine Learning to Large Language Models
A systematic guide to the relationships between AI, machine learning, deep learning, and large language models, helping developers build a clear knowledge framework and find an efficient learning path.
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Tutorials·2 min
Deep Dive into OpenAI Codex Plugin System: Architecture, Installation, and Hands-On Development
Deep dive into OpenAI Codex plugin system architecture (Skills, Apps, MCP Server), four installation methods, and a macOS app development case study showing how plugins boost AI coding efficiency.
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Tech Frontiers
Deep Dive into Six Major Open Source P…
·3 min
Deep Dive into Six Major Open Source Projects: GitHub Native Stacked PRs, Open Source Figma Alternative, and More
Deep dive into six open source projects: GitHub native Stacked PRs, Open Pencil design editor, Happy DOM, Open Agents cloud coding Agent, Bright Beans social media platform, and Fuse.js fuzzy search.
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Tutorials·2 min
Complete Breakdown of the Free Gemini CLI Course: Andrew Ng's Recommended AI Coding Practical Guide
DeepLearning.AI and Google launch a free Gemini CLI course covering installation, MCP server integration, and automated workflows. Learn Agentic Coding best practices through an AI conference planning project.
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Product Reviews·2 min
Major Gemini CLI Update: Three Core Upgrades to This Free, Open-Source AI Agent Tool
Google's Gemini CLI update brings multimodal processing, agentic AI, and MCP protocol integration. This free, open-source terminal AI agent is evolving into a business automation engine.
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Tutorials·2 min
Hermes Agent Practical Guide: From Installation to Feishu Integration
Guide to Hermes Agent's architecture, installation, Skill extensions, Feishu integration, news bots, Python SDK integration, and automated workflows.
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Product Reviews·2 min
Deep Dive into Amazon Kiro: How a Spec-Driven AI IDE Is Reshaping the Development Workflow
Deep dive into Amazon's new AI IDE Kiro: Steering Docs, spec-driven development, and Agent Hooks. See how it compares to Cursor and reshapes dev workflows.
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Product Reviews·2 min
Kiro AI IDE In-Depth Review: How Spec Mode Makes AI Coding More Reliable and Powerful
In-depth review of AWS's new Kiro AI IDE, covering Spec Mode, Agent Hooks, Steering, and a real WeChat mini program project comparing Kiro with Cursor.
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Tutorials·2 min
8 Core Concepts of AI Programming: From Chat Mode to Engineering Mode
A systematic breakdown of 8 core AI programming concepts: Agent, Sandbox, Permissions, Cloud.md, MCP, Skills, Subagents, and Non-interactive — evolving from chat mode to engineering mode.
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Product Reviews·2 min
Claude Code vs Codex Hands-On Comparison: What 100 Hours of Deep Testing Reveals
100+ hours of hands-on testing comparing Claude Code and ChatGPT Codex across customization, performance, token usage, and cost with real-world benchmarks.
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Product Reviews·2 min
Codex vs Claude Code Real-World Comparison: How Big Is the Gap at the $20 Tier?
One month of parallel testing comparing OpenAI Codex and Claude Code across pricing, code quality, context window, ecosystem, and killer features at the $20 tier.
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Product Reviews·2 min
Codex vs Claude Code: An In-Depth Comparison of Two Leading Coding Agents
In-depth comparison of OpenAI Codex and Claude Code across work modes, extension mechanisms, and security strategies to help you choose the right AI coding agent for your team.
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Tutorials·2 min
The Foundation of Agent Platforms: Practical Guide to Session Event Abstraction, Transport, and Storage
Practical guide to Session Event engineering in production Agent platforms: Universal Event abstraction, three-party streaming transport with fault tolerance, and PostgreSQL storage evolution.
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Industry Insights·1 min
AI Agent Developer Toolchain: Code Search, Diff Viewing & K8s Config Generation in Practice
Deep dive into AI Agent developer tools: Symbol code search saves 98% Tokens, plus Filess AMD local notes, K8s config generation, and more practical tools.
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Tutorials·3 min
Figma MCP in Practice: Complete Tutorial for Connecting Design Files Directly to an AI Code Editor
Step-by-step tutorial on connecting Figma design files to the Antigravity AI code editor via Figma MCP, covering MCP setup, Access Token config, and verification.
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Tutorials·2 min
MCP Protocol Beginner's Guide: AI Model Context Protocol Architecture & Practical Integration
A detailed guide to MCP (Model Context Protocol) covering its three-layer architecture, ecosystem marketplace, and practical integration for connecting AI models with external tools.
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Tutorials·2 min
Hermes Agent Development in Practice: From Installation & Configuration to Lark Integration and Code Review
A practical guide to the Hermes enterprise AI Agent framework: installation, MCP protocol integration, Lark bots, news aggregation, and automated code review.
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Expert Opinions·2 min
Anthropic Reveals: Core Methodology for Building More Powerful Claude Agents
Anthropic shares deep insights on building Claude agents, covering Claude Code SDK, multi-agent coordination, tool design principles, and Skills injection techniques.
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