#MCP support
51 related articles
Tutorials·2 min
Anthropic's Official MCP Tutorial: From Protocol Principles to Production Deployment
Deep dive into Anthropic's open-source MCP protocol, covering client-server architecture, tool calling mechanisms, MCP server development, and remote deployment for standardized AI integration.
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Tech Frontiers·3 min
Gemini 3.5 Pro Leak Analysis: Coding Matches GPT 5.5, Spark Agent Sparks Privacy Controversy
Gemini 3.5 Pro leak analysis: coding matches GPT 5.5, lightweight Flash achieves 92% performance at 20x lower cost. Gemini Spark as a 24/7 AI Agent raises privacy concerns amid Google's ecosystem flywheel strategy.
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Product Reviews·2 min
JCode: Deep Dive into a Multi-AI Agent Collaborative Programming Framework
Deep dive into JCode, an open-source Coding Agent Harness designed for multi-Agent collaboration. Features Agent Memory, Swarm collaboration, multi-Provider access, and self-evolution with just 14ms first-frame latency and 117MB for 10 sessions.
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Tutorials·3 min
DeepSeek Multi-Agent Matrix + UE5.8 Official MCP: A Collaborative Development Workflow in Practice
A complete workflow for collaborative UE5 development using DeepSeek multi-Agent matrix and UE5.8 official MCP, covering pure C++ architecture, agent roles, cache optimization, and automated code review.
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Product Reviews·3 min
OpenCode: A Detailed Guide to the Open-Source Claude Code Alternative with Local Deployment Support
A deep dive into OpenCode, an open-source AI coding assistant supporting local private deployment, multi-model switching, and client-server architecture as a complete Claude Code alternative.
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Tutorials·3 min
AI Penetration Testing in Practice: Comparing Three Agent Tools with DeepSeek for Vulnerability Discovery
Hands-on comparison of Claude Code, Codex, and DeepSeek TUI for AI-assisted penetration testing with DeepSeek V4 Pro, covering vulnerability discovery, WebShell upload, and intranet penetration.
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Research·4 min
Deep Dive into Claude Code's Open-Source Architecture: The Design Philosophy Behind 510,000 Lines of Code
Deep analysis of Claude Code's open-source architecture: dual-loop design, 7-step tool pipeline, 4-layer token compression, memory systems, and multi-agent collaboration patterns.
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Product Reviews
Windsurf Wave 6 Deep Dive: One-Click D…
·3 min
Windsurf Wave 6 Deep Dive: One-Click Deploy Brings AI Coding to Full-Stack
Deep dive into Windsurf Wave 6: one-click Deploy via Netlify, auto Git commit messages, conversation navigation, and a full comparison with Cursor to help you choose the right AI coding tool.
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Product Reviews
Windsurf Wave 3 Deep Dive: MCP Support…
·3 min
Windsurf Wave 3 Deep Dive: MCP Support, Turbo Mode & Multi-Model Integration
Deep dive into Windsurf Wave 2 & Wave 3 updates: MCP protocol support, Turbo auto mode, DeepSeek integration, Tab to Jump, pricing comparison with Cursor.
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Tutorials
Windsurf Wave 3 Hands-On: Building a P…
·3 min
Windsurf Wave 3 Hands-On: Building a Professional Landing Page with AI from Scratch
Hands-on review of Windsurf Wave 3 showing how to build an AI services landing page from scratch. Covers multi-model switching, drag-and-drop image input, Claude 3.5 Sonnet code generation, and WordPress embedding.
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Tutorials·4 min
Gemini CLI In-Depth Review: Real-World Experience and Tips for a Free AI Coding Tool
In-depth review of Google's open-source Gemini CLI: free tier analysis, comparison with Claude Code & Cursor, real project testing, configuration tips, and open-source architecture insights.
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Product Reviews·3 min
Warp AI Coding Tool In-Depth Review: Can It Replace Cursor?
Two-week in-depth review of Warp AI coding tool, comparing it with Cursor on Agent mode, MCP support, free credits, and Claude Opus 4.5 to help developers choose the right AI coding tool.
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Tutorials
Spring AI Alibaba MCP Integration in P…
·3 min
Spring AI Alibaba MCP Integration in Practice: Full Workflow from Server Setup to Client Invocation
Learn how Java developers can build MCP Server and Client using Spring AI Alibaba, define tools with @Tool annotations, and integrate with AI clients like Trae for LLM-powered business data access.
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Product Reviews
Comprehensive Review of 10 Mainstream …
·4 min
Comprehensive Review of 10 Mainstream AI Coding Tools: How to Choose from Cursor to Claude Code
In-depth comparison of 10 AI coding tools including GitHub Copilot, Cursor, Claude Code, and Windsurf, analyzed across features, target users, and pricing to help developers choose the right AI assistant.
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Product Reviews
Agent Memory: Giving AI Coding Agents …
·2 min
Agent Memory: Giving AI Coding Agents Persistent Memory Across Sessions
Agent Memory is an open-source local memory layer providing persistent, cross-session, cross-tool long-term memory for AI coding agents like Claude Code, Cursor, and Codex.
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Product Reviews
Claude Code with MiniMax M2: Testing a…
·3 min
Claude Code with MiniMax M2: Testing a Low-Cost AI Coding Solution Across Three Real Projects
Real-world testing of MiniMax M2 as Claude Code's backend model across three projects: framework migration, iOS development, and full-stack MVP — at just 8% of Claude's price.
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Product Reviews
OpenCode: A Deep Dive into the Termina…
·3 min
OpenCode: A Deep Dive into the Terminal AI Coding Tool Built with Go
Deep dive into OpenCode, a terminal AI coding tool built with Go. Blazing-fast startup, multi-model support (Gemini, Claude), built-in Vim editor, and LSP integration. Compared with Claude Code and Aider.
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Product Reviews
Dyad: A Free, Open-Source AI Full-Stac…
·2 min
Dyad: A Free, Open-Source AI Full-Stack Builder — An In-Depth Look at This Lovable Alternative
In-depth review of Dyad, an open-source AI full-stack builder. Supports local execution, multiple AI models, and component-level editing. A free, privacy-first alternative to Lovable and Bolt.new.
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Product Reviews
Zenflow Hands-On Review: Spec-Driven A…
·3 min
Zenflow Hands-On Review: Spec-Driven AI Coding vs. Pure Prompt-Based Development
In-depth review of Zenflow's spec-driven AI coding vs Google AI Studio's prompt-based approach. Covers multi-agent execution, automated validation, version rollback, and the paradigm shift in AI programming.
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Product Reviews
Cursor vs Tongyi Lingma vs Qoder: A Co…
·3 min
Cursor vs Tongyi Lingma vs Qoder: A Comprehensive Comparison of Price, Performance, and Experience
In-depth comparison of Cursor, Tongyi Lingma, and Qoder across price, speed, code quality, IDE support, and Agent capabilities with selection advice.
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