Codex on Mengboy 技术笔记

Claude Code + Codex for Multi-Model Development: Cost, Speed, and Quality (Practical Workflow)

Sun, 15 Feb 2026 10:30:00 +0800

If you still use one model for everything, you usually pay in one of three ways: higher cost, slower delivery, or more rework.

A better setup is role-based collaboration: Claude Code for planning and quality gates, Codex for fast implementation and batch edits.

Claude Code + Codex 多模型协作开发：成本、速度与质量对比（含可复用流程）

Sun, 15 Feb 2026 10:30:00 +0800

如果你现在还在“一个模型干到底”，大概率会遇到三个问题：要么贵、要么慢、要么返工多。

更实用的做法是：把 Claude Code 和 Codex 当成两个不同岗位来配合——一个偏长链路规划和重构，一个偏快速代码落地和批量执行。

MCP in Practice: Automated Browser Debugging with DevTools MCP

Tue, 10 Feb 2026 22:10:00 +0800

MCP sounds great in theory, but real-world setup often fails at browser debugging: AI cannot reach Chrome, cannot inspect network requests, and cannot collect performance traces. This guide gives you a copy-paste setup that works on Windows + WSL.

Claude / Codex / OpenAI CLI 工作流对比：开发效率怎么选

Mon, 09 Feb 2026 23:28:00 +0800

如果你把 AI 只当“聊天工具”，三家看起来差不多；但一旦进入真实开发链路，差异会非常明显。

我的结论先放前面：日常编码+项目内改动优先 Codex，长文推理和方案拆解用 Claude，OpenAI CLI 适合做标准化自动化和跨工具串联。

Claude vs Codex vs OpenAI CLI: Which Workflow Actually Improves Dev Productivity

Mon, 09 Feb 2026 23:28:00 +0800

If you use AI as a chatbot only, these tools feel similar. In real engineering workflows, they behave very differently.

My conclusion first: use Codex for repo-native coding changes, Claude for deep reasoning and long-form planning, and OpenAI CLI for standardized automation pipelines.