AI Engineers Now Have Their Own Toolkit: 44-Piece List Exposes a New Profession's Workflow
44 tools, 8 categories, one Mac setup list—this is the "AI Builder" toolkit map being bookmarked on Juejin (Chinese developer community). What truly deserves attention isn't what to install, but that the vague identity of "AI engineer" finally has a clear tool map for the first time.
What this is
The list's author slices AI development work into 8 layers: foundational tools (Git, Node, Python toolchains), AI coding and Agents, IDEs, browser automation, container deployment, multimodal content, and system maintenance.The emphasis is on the second layer. MCP (Model Context Protocol—a protocol letting AI Agents connect to external tools and data sources) appears three times, Claude Code and Codex CLI appear side by side, and Cursor is recommended as the primary AI IDE. This means Agents are no longer geek toys—they're starting to have standardized toolchains.
Industry view
Our editorial team noticed one signal: Cloudflare Wrangler (Cloudflare's edge platform deployment tool) is listed in the "indie development" core combo. This hints that a new generation of AI products may bypass AWS and Alibaba Cloud, running directly on edge nodes.Supporters believe this combo (Cursor + Claude Code + Cloudflare + Obsidian, the local Markdown note tool) is the 2025 standard for AI engineers, comparable to what WebStorm + npm meant for frontend engineers.But counterarguments exist: the list assumes readers have already decided to "do AI"—meaningless to the 95% of knowledge workers still hesitating about whether to transition; it only covers the indie developer path—enterprise AI deployment toolstacks are usually platforms like Coze and Dify; Cursor wasn't mainstream six months ago, and now it sits on the first line of the list—tools rotate too fast, and today's "standard" may be forgotten in two years.
Impact on regular people
For enterprise IT: worth asking the tech team one question—"are you using Cursor?" If the answer is "don't know," that's a free capability checkup.For individual careers: "AI development" is shifting from vague skill to identifiable position. Future job postings will specify proficiency with this toolset; listing "familiar with Claude Code" on a resume will be as commonplace as "proficient in Excel" once was.For consumer markets: the AI products you use almost certainly have this toolkit's shadow behind them, but you don't need to install them—just as you don't need to fix engines to drive a car.