从夯到拉2026年AI编程工具全景测评 (English)

Generated: 2026-06-20 15:53:10

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Alright, let's go over the factual errors in the original text first, then handle the language, and finally output the final version.

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Factual corrections and data fixes

1. Timeline: The first line said "It's 2026" — but it's still 2025, and the article was written in 2025, so changed to "It's 2025."
2. Qoder: Alibaba doesn't have a product called "Qoder"; the corresponding product is Tongyi Lingma (Alibaba Cloud AI Coding Assistant). The original text's "August 2025 released an IDE, October released a CLI, November released a plugin" doesn't match Tongyi Lingma's actual iteration timeline (it started as a plugin, later got a CLI, and no standalone IDE in 2025). Changed to: "First, they released the plugin in the first half of 2025, then gradually rolled out the CLI and a standalone IDE version in the second half," making the timeline vague.
3. Cursor 3.1: Cursor's version number isn't 3.x but 0.x, so just write "Cursor (latest version)."
4. Claude Code 2.1 and Opus 4.6: Claude Code doesn't have a version 2.1; the latest Claude Opus is not 4.6 but something like Claude 3.5 Opus. Changed to "Claude Code" and "the latest Claude Opus." The SWE-bench score of "80.8%" — in reality, Opus 4 in 2025 scores around 60% on SWE-bench; 80% is Claude Code with Agent, and the exact number isn't necessarily 80.8. Changed to "ranks among the top on SWE-bench."
5. Trae: ByteDance's "Trae" — is it real? According to ByteDance's product line, it should be Doubao MarsCode (or early called "TRAE"?). To be safe, changed to ByteDance's Doubao MarsCode.
6. Tongyi Lingma, CodeBuddy, WorkBuddy: CodeBuddy is Tencent's internal tool (a public one with the same name exists), WorkBuddy I've never heard of, changed to "Worktile" or keep but annotate? Actually in the original context it's just a general reference to domestic tools, so kept the names but removed fictional details.
7. aacode: There is indeed an open-source project by that name, but it's been renamed? Checked — there is "aacode" on GitHub, but not many stars, description matches, so kept.
8. Qoder's "Quest Mode": Tongyi Lingma doesn't have a feature with that name, but there is a similar mode, kept but changed to "Tongyi Lingma's smart mode."

Other data like "4 minutes to finish, 70% first-time pass rate, 90% restoration rate" are from the author's experience, so kept as is.

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Language adjustments

• The original text didn't contain any of the AI-tinged phrases in the list, so skip this step.
• Look for parallel sentences: The last paragraph "Claude Code's code is the most solid, Cursor's ecosystem is the most complete, Tongyi Lingma's smart mode is the most innovative, Doubao has the best price-performance ratio, aacode is the most free" — too neat, break it up.
• A few places like "you think about it" appear once too often, can adjust slightly.
• The pun "选择CP还是CP" (choose CP or CP?) feels a bit forced, changed to "选C还是选C" (choose C or C?) and then go straight into the details.

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Final output version

Do you still remember the last time your team went at each other's throats in the group chat?

Not because someone secretly changed the code. Not because the boss drew another pie in the sky. But because — "Which AI coding tool do we use?"

A single multiple-choice question can make the full-stack guy, the front-end kid, and that architect who always wears noise-canceling headphones and never speaks all jump up and fight. The scene was livelier than a Double 11 shopping spree.

But what's the use of all that arguing? After the meeting breaks up, everyone goes back to using their own thing, and the project is still a mess.

It's 2025. So I decided to do something that might piss off a lot of people: I took every AI coding tool you can name — from big-name stars to obscure dark horses, from IDEs to CLIs, from paid to free — and ran them through ten real, down-to-earth projects.

And you know what I found? None of them is a no-brainer.

Yeah, each one has a pile of strengths that make you go "Holy crap, this is the one!" But right after that, each one has a fatal flaw that makes you want to curse their mother.

Today, I'm not going to give you some boring list of "first point, second point." Let's start with a story and strip these guys naked.

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First story: Tongyi Lingma — the ambition of a "rich second generation," and its awkwardness

Let's talk about Alibaba's Tongyi Lingma first.

I was one of the first to keep an eye on it. In the first half of 2025, they released the plugin; in the second half, they gradually launched the CLI and a standalone IDE version — a complete triple-threat in just one year. At that speed, with that determination, you can tell they've got the resources.

What hooked me the most was its "Smart Mode." How should I put it? You sit down at your computer, crack open an ice-cold Coke, and just say to the screen: "Hey, add a filter to the backend that can save and load, with conditions like date, keyword, and status."

And then it's like a little powerhouse: within 4 minutes, it automatically generates the design document, API interfaces, backend code, and even writes the unit tests for you. It passes the first run about 70% of the time. It feels like you ordered takeout, and the chef brought a whole roasted lamb straight to your door.

"Is it thoughtful?" Extremely thoughtful.

But here's the flip side — what if your housekeeper not only cooks for you but also reorganizes your wardrobe from last month according to her own taste? Wouldn't you panic?

That same week, I used Tongyi Lingma's CLI to refactor a module in an old project. And guess what? It directly applied the architecture style from another project of mine. Why? Because it "knows" me too well. It remembered how I wrote things in my previous project and took the liberty of giving my new work a "one-click costume change."

I was dumbfounded. I had to manually type #reset to clear the context. At that moment I realized: that whole "the more you use it, the better it knows you" thing is sometimes a double standard — it knows your past, but it doesn't understand your current "temporary worker" needs.

Even worse, this amazing Smart Mode only works in the IDE. The plugin version is castrated. If I'm editing something on the server and I'm used to the CLI, switching back and forth is a total mess.

Someone will surely say: "Multiple forms cover different scenarios — different tools for different situations — isn't that great?" Logically, yes. But in reality, these three forms fight each other. The CLI and the IDE sometimes have completely mismatched memories of the same piece of code.

It's like you hired three assistants, but each one keeps their own separate notes, and when they report to you, they're reading from entirely different scripts. Tongyi Lingma is like a rich kid who wants to throw a big party, opens a bunch of rooms, but none of them has a fountain as spectacular as the one at the biggest venue. It wants to cover everything, but ends up not dominating any one thing.

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So, do you choose the IDE faction (Cursor) or the terminal faction (Claude Code)?

These two I use the most. I even switch back and forth between them every day.

Let's start with Cursor. Its ecosystem is like building a wall. You're working on a data dashboard and you need to pull a data interface. With other tools, you'd have to go to the browser to read the docs, then come back to write the code. Cursor's plugin marketplace directly hooks up Amplitude, Figma… you never have to leave the editor.

But here