#MCP协议
102 related articles
Product ReviewsContextWeaver: Building Local Code Intelligence Retrieval for LLMs with MCP + Tree-sitter
ContextWeaver is an open-source AI coding tool using MCP protocol, Tree-sitter parsing, and vector search to provide LLMs with precise local codebase context retrieval for intelligent development.
Product ReviewsEcho Agent Deep Dive: A Self-Hosted AI Agent Operating System
Deep dive into Echo Agent, a self-hosted AI Agent OS featuring four-role collaboration, cognitive memory systems, LLM-driven security approval, and A2A/MCP protocol support.
Deep DivesMCP Protocol Architecture Deep Dive: Host-Client-Server Three-Layer Design and Three Core Primitives
Deep dive into MCP's Host-Client-Server three-layer architecture and its Resources, Tools, Prompts primitives. Learn how it transforms AI tool integration from M×N to M+N.
Product ReviewsMCP Trends Hub: A Deep Dive into the MCP Protocol-Based Trending Topics Aggregation Tool
Deep dive into the open-source MCP Trends Hub project: how it aggregates trending topics from Weibo, Zhihu, Douyin and more via MCP protocol, and the core value of MCP in AI real-time data access.
TutorialsAI Agent Open-Source Course: 36 Chapters from ReAct to Claude Code Full-Stack Practical Guide
Open-source GitHub project agent-study offers 36 chapters covering ReAct loops, Claude Code reverse engineering, MCP protocol, RAG, DSPy, and production observability as runnable Python code.
TutorialsClaude Code + TradingView: Building a Real-Time AI Trading Analysis System with MCP Protocol
Step-by-step guide to connecting Claude Code with TradingView via MCP protocol for real-time AI trading analysis with natural language chart control and PineScript generation.
Deep DivesGoogle Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
Product ReviewsLibreChat: The Most Feature-Complete Open-Source ChatGPT Alternative Explained
Deep dive into LibreChat, an open-source self-hosted AI chat platform supporting GPT-5, Claude, Gemini, DeepSeek and more, with MCP protocol, Code Interpreter, Agents, and enterprise features. 36,500+ GitHub stars.
Product ReviewsMeMo Open-Source AI Agent Platform In-Depth Review: Long-Term Memory + MCP Protocol + Multi-Bot Collaboration in Practice
In-depth review of MeMo, an open-source AI Agent platform. Covers long-term memory, MCP protocol, multi-Bot container isolation, omni-channel deployment, with setup tutorials and usage tips.
Deep DivesA2A Protocol Explained: Complementing MCP to Build a Standard Communication Layer for Multi-Agent Collaboration
Deep dive into Google's A2A protocol core mechanisms (Agent Card, Task, Transport), comparing A2A vs MCP roles, and tracing the evolution from tool calling to multi-agent team collaboration.
Deep DivesMCP Protocol Deep Dive: Core Concepts, Workflow, and Packet Capture Analysis
Deep dive into MCP protocol internals: core concepts of Host, Server, and Tool, complete data flow, Function Calling evolution, and packet capture revealing how Cline actually communicates with LLMs.
TutorialsGodot AI Plugin Setup Guide: Using MCP Protocol to Let AI Directly Control the Game Engine
A complete guide to installing and configuring the Godot AI plugin. Use MCP protocol to let Claude and Codex create scenes, run tests, and debug with screenshots — build a 3D platformer in 10 minutes.
TutorialsJules MCP Server: Using the MCP Protocol to Let Claude Orchestrate Google Jules for Autonomous Coding
Jules MCP Server is an open-source project providing a production-grade MCP server for Google Jules API, enabling Claude and Cursor to orchestrate autonomous coding via multi-Agent collaboration.
Deep DivesMCP Protocol Explained: How AI's Universal USB Port Works
Deep dive into Anthropic's MCP (Model Context Protocol): how Host, Server, and Client work together with JSON-RPC 2.0 to transform AI from chatbot to digital employee.
TutorialsGetting Started with MCP Protocol: A Practical Guide to AI-Controlled ESP32 Hardware
Learn MCP protocol fundamentals, function definition methods, and practical applications. Demo shows how AI LLMs control ESP32 hardware via semantic understanding using Mixly graphical programming.
TutorialsXiaoZhi AI + MCP Protocol + STM32: A Practical Voice-Controlled Smart Home Solution
A complete solution for XiaoZhi AI voice-controlling smart home devices via MCP protocol and STM32 dual-MCU communication, covering stepper motor control, peripheral switching, and MCP's embedded applications.
Deep DivesMCP Protocol Explained in 3 Minutes: The USB-C Standard for AI
A clear breakdown of MCP (Model Context Protocol): its core concepts, three standard primitives, real-world use cases, and ecosystem status. Learn how Anthropic's open-source unified tool integration standard is changing AI development.
Product ReviewsZeroClaw: Deep Dive into the Multi-MCP Router & SDK Toolkit for Claude Code
Deep dive into ZeroClaw Plugin Hub, a multi-MCP router and SDK toolkit for Claude Code. Explore its routing capabilities, Agentic CLI design, SDK architecture, and how it solves AI tool ecosystem fragmentation.
Product ReviewsStock-MCP: An Open-Source MCP Server That Gives AI Agents Real-Time Access to Chinese and US Stock Data
Stock-MCP is an open-source MCP-based financial data server supporting China A-shares, US stocks, and crypto. Learn its core features, architecture, and use cases for building AI investment research assistants.
Deep DivesAgent, MCP, and Function Calling: A Complete Guide to Their Differences and Relationships
A deep dive into the relationships between AI Agent, MCP protocol, Function Calling, and Prompt. From basics to full architecture, build a clear cognitive framework for AI app development.