#MCP protocol
1223 related articles
Product Reviews·1 min
Runbook: A CLI Detection Tool for AI Agent Development Environments — Stop Guessing, Start Coding Efficiently
Runbook is a Rust-based CLI detection tool that scans local CLI tools and sets preferences, helping AI Agents like Claude Code accurately identify dev environments and avoid common mistakes.
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Tutorials·2 min
NVIDIA Open-Sources AI-Q: A Skill Pack That Gives Coding Agents Deep Research Capabilities
NVIDIA open-sources AI-Q skill pack, giving coding Agents like Claude Code and Codex a four-stage deep research pipeline with MCP protocol, local deployment support, and 94% benchmark accuracy.
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Industry Insights·2 min
Anthropic Acquires Stainless API: A Strategic Play for SDK and MCP Ecosystem Dominance
Anthropic 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.
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Tutorials·1 min
Ollama Local LLM Deployment Tutorial: Complete Guide from Installation to API Integration
Complete guide to deploying open-source LLMs locally with Ollama, covering installation, model selection, quantization strategies, Python API integration, and performance optimization tips.
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Product Reviews·2 min
Gemini 3.5 Flash vs Qwen3.6 Real-World Test: How Far Are Benchmark Scores from Actual Experience?
Hands-on testing of Gemini 3.5 Flash across UI generation, coding, and Agent capabilities vs Qwen3.6-27B, revealing the gap between benchmark scores and real-world performance.
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Industry Insights·2 min
AI Models Don't Have to Be Products, But They're the Prime Mover Behind Everything
Exploring the value dynamics between AI models and the application layer: why models can stay behind the scenes yet remain irreplaceable. Analyzing AI business strategy from OpenAI to Anthropic.
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Tutorials·1 min
Skills Mechanism Explained: Engineering Practices for AI On-Demand Capability Loading
Deep dive into AI Skills mechanism: how on-demand capability loading works, Skills vs MCP differences, and practical configuration for PDF parsing with reduced Token consumption.
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Industry Insights·2 min
Google vs Codex vs Claude Code: A Deep Comparison of Three AI Coding CLI Approaches
Deep comparison of Google Gemini CLI, OpenAI Codex, and Claude Code — three AI coding tools taking divergent paths: platform OS, task queue command center, and UNIX toolchain.
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Product Reviews·1 min
AI Coding Tools Compared 2025: How to Choose Between Cloud Code, Codex, and Cursor
In-depth comparison of Cloud Code, Codex, Cursor, Gemini & open-source AI coding tools — their real positioning and best use cases for developers in 2025.
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Product Reviews·1 min
8 Major Codex Updates in One Month: Evolving from Code Agent to Digital Colleague
OpenAI Codex released 8 major updates in one month including Computer Use, built-in browser, and Automations, evolving from a code assistant into a digital colleague.
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Tutorials·2 min
Antigravity Installation Guide: A Free AI Coding IDE with Gemini and Claude Models
Step-by-step guide to installing Antigravity IDE with free access to Gemini 3.1 Pro, Claude Opus, and more AI models for coding. Covers download, setup, and model testing.
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Product Reviews·2 min
7 AI Models Fix the Same Bug: GLM 5.1 Overtakes Claude Sonnet in Detailed Comparison
7 AI models independently fix real bugs from a 350K-star project. GLM 5.1 scores 89.3 to overtake Claude Sonnet 4.6's 87.2, dominating in test coverage. Chinese open-source AI coding matches Sonnet baseline.
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Tutorials·2 min
Google Anti-Gravity Agent Skills Hands-On Tutorial
Learn how to install and use Agent Skills in Google Anti-Gravity IDE, including official frontend design Skills, UI/UX Pro Max demos, and custom Skills creation.
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Product Reviews·2 min
Chinese AI Coding Plans Compared: How to Choose the Best Value Among 7 Models
2025 comparison of 7 Chinese AI coding subscription plans—Zhipu AI, MiniMax, Kimi, ByteDance Ark & more. Find the best value from ¥29 to ¥200/month.
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Tutorials·1 min
Claude Code Web Search Broken After Connecting MiniMax? 1-Minute Fix
Fix Claude Code Web Search failure after switching to MiniMax M2.7. Configure the official MiniMax Coding Plan MCP tool with one command to restore search and prevent hallucinations.
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Tutorials·2 min
Complete Guide to Boris's Project Preparation Workflow for Claude Code
Deep dive into Claude Code creator Boris's complete dev workflow: claude.md config, verification-driven development, and parallel session management for AI programming.
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Product Reviews·2 min
OpenAI Open-Sources Codex Plugin: Call Codex for Code Review Inside Claude Code
OpenAI open-sources codex-plugin-cc, enabling Codex code review and task management directly in Claude Code. Full guide on setup, core commands, and real-world usage—5K GitHub Stars in 12 hours.
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Product Reviews·1 min
GPT 5.4 vs Claude 4.6: How to Choose Your AI Coding Tool? In-Depth Comparison & Best Setup
In-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.
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Product Reviews·1 min
Claude Opus 4.7 In-Depth Review: Coding Performance Soars, While the Most Powerful Model 'Mythos' Remains Sealed Away
Claude Opus 4.7 review: Leading GPT 5.4 and Gemini on SWE Bench coding benchmarks, 3x vision improvement, major dev tool updates. Anthropic admits strongest model Mythos sealed for safety.
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Product Reviews·2 min
DeepSeek V4 Deep Dive: Three Major Innovations — Hybrid Attention, Manifold-Constrained Hyperconnections, and MOM Optimizer Fully Explained
Deep dive into DeepSeek V4's three core innovations: Hybrid Attention for million-token context, Manifold-Constrained Hyperconnections, and MOM Optimizer. Pro model rivals Claude Opus 4.6 at 1/7 the cost.
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