# MCP ecosystem

Gemini CLI Practical Guide: Custom Commands & MCP Plugin Configuration Explained

Complete guide to Gemini CLI setup, custom TOML commands, and MCP plugin integration. Covers free tier details, command templates, and multi-MCP Server configuration for an efficient AI coding workflow.

Five Core Capabilities of GitHub Copil…

Five Core Capabilities of GitHub Copilot's MCP Integration in JetBrains

Deep dive into GitHub Copilot's MCP integration in JetBrains IDEs: Agent Mode, Sampling model scheduling, MCP Prompts, Resources context injection, and Elicitation structured dialogue guidance.

Context Mode: How One MCP Plugin Cured…

Context Mode: How One MCP Plugin Cured AI Coding Assistants' Amnesia

Context Mode solves AI coding assistants' context amnesia via sandbox isolation, session continuity tracking, and code-thinking philosophy—compressing context consumption by 99% and earning 9,700 Stars in two months.

6 Must-Have MCP Plugins to Supercharge…

6 Must-Have MCP Plugins to Supercharge Your Claude Code Productivity

6 must-have Claude Code MCP plugins: File System, Structured Thinking, GitHub, Chrome DevTools, Context7, and Memos—build a complete AI programming workflow.

Building Your AI Second Brain: A Zero-Code Deployment Guide with Local Database + MCP

Building Your AI Second Brain: A Zero-Code Deployment Guide with Local Database + MCP

Learn how to build a personal AI knowledge base with local vector databases, MCP protocol, and Obsidian. Achieve semantic retrieval and auto-ingestion with zero-code deployment in one hour.

Three AI Coding Tool Alternatives After Cursor Restrictions

Three AI Coding Tool Alternatives After Cursor Restrictions

Cursor restricted in China? This article reviews three AI coding alternatives: Augment Code for smart prompt optimization, Trae for best value, and Amazon Kilo for process-driven development.

Devin 2.0 Deep Dive: What Can the First AI Software Engineer Actually Do?

Devin 2.0 Deep Dive: What Can the First AI Software Engineer Actually Do?

Deep dive into Devin 2.0 — the latest evolution of the world's first AI software engineer. Exploring autonomous coding, multi-agent parallelism, Ask Devin, Deep Wiki, and how it differs from Copilot and Cursor.

Deep Dive into MCP Code Execution & Agent Skills: Compressing 150K Tokens Down to 2,000

Deep Dives

Deep Dive into MCP Code Execution & Agent Skills: Compressing 150K Tokens Down to 2,000

Deep analysis of two MCP ecosystem breakthroughs: code execution compresses tool definitions from 150K to 2K tokens, and Agent Skills enable capability packaging and reuse.

MCP Protocol Explained: The USB-C of the AI World

Deep Dives

MCP Protocol Explained: The USB-C of the AI World

Deep dive into MCP (Model Context Protocol): architecture, how it works, and security risks. Learn the key differences between MCP and Function Calling.

MCP Protocol Explained: The New Agent Communication Standard Replacing Function Calling

2026年5月27日·3 min

MCP Protocol Explained: The New Agent Communication Standard Replacing Function Calling

Deep dive into MCP (Model Context Protocol): its core concepts, three communication mechanisms, and ecosystem. Learn how MCP replaces Function Calling with Streamable HTTP and SDK 2.0.

Ableton MCP: A New AI Paradigm for Controlling Music Production with Natural Language

Tech Frontiers

Ableton MCP: A New AI Paradigm for Controlling Music Production with Natural Language

Ableton MCP is an open-source project that lets AI Agents control Ableton Live via MCP protocol, enabling natural language MIDI generation, intelligent sound search, and automated mixing.

MemPalace: An Open-Source Tool That Gives AI Agents Local Long-Term Memory

MemPalace: An Open-Source Tool That Gives AI Agents Local Long-Term Memory

MemPalace is an open-source local memory tool that builds long-term memory for AI Agents via verbatim storage, semantic retrieval, and MCP protocol, solving the pain of starting from scratch every session.

The Complete Guide to Claude Code: From Personal Assistant to AI Agent Development

2026年5月27日·3 min

The Complete Guide to Claude Code: From Personal Assistant to AI Agent Development

A systematic breakdown of the Complete Guide to Claude Code course, covering context engineering, MCP protocol, claude.md configuration, multi-Agent architecture, and three progressive projects.

The Big Four AI Coding CLIs Compared: Claude Code vs. Copilot vs. Gemini vs. Codex — How to Choose

The Big Four AI Coding CLIs Compared: Claude Code vs. Copilot vs. Gemini vs. Codex — How to Choose

In-depth comparison of Claude Code, Copilot CLI, Gemini CLI, and Codex CLI — covering MCP support, context windows, open-source status, pricing, and a decision tree for choosing the right tool.

What Is the MCP Protocol? Understanding the USB-C of the AI World

Deep Dives

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.

Hermes Agent Practical Guide: From Ins…