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Industry InsightsAnthropic acquires SDK platform Stainless API, internalizing core developer tools. Analysis of the strategic logic: controlling developer experience, strengthening MCP ecosystem, and the AI vertical integration trend.
Product ReviewsIn-depth comparison of Codex (GPT 5.4) vs Claude Code (Opus 4.6) across coding ability, frontend development, ecosystem integration, and cost-effectiveness, with the best AI coding tool combo for a $200 budget.
Product ReviewsA developer built Jerry, an iPhone Replit alternative, without writing a single line of code — using OpenAI Codex, Claude Code SDK, and Vibe Code CI in just 2-3 hours.
TutorialsDeep dive into using Anthropic Agent SDK to bridge Claude Code via Telegram for a personal AI assistant. Compared to OpenClaw, featuring a three-layer memory system and Mega Prompt guided setup.
TutorialsDeep dive into 5 fatal AI Agent failure modes: infinite loops, tool hallucination, context explosion, error cascades, and permission escalation — with practical safety architecture solutions.
Product ReviewsDeep 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.
Product ReviewsIn-depth comparison of Claude Code, Cursor, and Windsurf — why the same model delivers different experiences. Includes hybrid workflow tips, project-building guide, and 2025 AI coding tool selection advice.
TutorialsClaudia is an open-source desktop GUI for Claude Code with visual project management, custom agents, cost tracking, and MCP Server management. Full guide on features, architecture, and setup.
Deep DivesDeep 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.
TutorialsDeep dive into Claude Code tips covering codebase Q&A, CLAUDE.md configuration, MCP server integration, SDK mode, and parallel sessions to master Anthropic's AI coding assistant.
Product ReviewsDeep dive into VS Code AI Toolkit 2.0 major update, covering Agent Builder, MCP tool integration, batch testing, model evaluation, and a complete guide to using GPT-5 and Claude for free via GitHub Models.
Deep DivesDeep 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.
TutorialsStep-by-step tutorial: Build an MCP Server and Gradio Client from scratch using DevBox cloud platform, covering tool definition, LLM function calling, SSE connections, and one-click deployment.
TutorialsJules 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.
TutorialsDeep dive into Microsoft Foundry's Agent observability solution covering multi-Agent tracing, AI quality evaluation, Red Teaming security testing, and automated prompt optimization to bridge the gap between expected and actual Agent behavior.
Deep DivesA 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 ReviewsIn-depth comparison of Cursor vs Claude Code, Windsurf, Trae, and other AI coding tools across Agent modes, terminal tools, browser integration, parallel processing, and context management.
Product ReviewsDeep 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 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.
Product ReviewsDeep dive into PyGPT, an open-source desktop AI assistant supporting GPT-4, Claude, Gemini, Ollama local models, with built-in RAG, agents, voice interaction, and image generation.