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📖 《把 AI 当助手——经济实证研究的诚信、方法与工具》双语网页版:每章中文部在前,English Edition 在后,内容与最新合订 PDF 一致。

附录 H · AI 编程工具口碑对比报告(2026 年 9 月版) ​


H.1 IDE 类工具口碑对比(精简版) ​

表 H.1 IDE 类工具口碑对比(精简版)。

L4|L4|L4|L4

工具(厂商) & 口碑亮点 & 主要吐槽 & 参考价格
TRAE(字节跳动)★ & 基础版永久免费且无调用次数限制;SOLO 模式从需求到部署全流程自主;中文原生;第三方评测代码生成准确率约 98% & 快照回退丢代码仍有新案例(2026-06 论坛);普通对话模式上下文偏短 & 免费层 + Pro 30 元/月
Qoder(阿里)★ & IDC 口径 47.6% 份额居中国第一;Skill 生态丰富;先列 to-do 规划再执行;仓库 Wiki 自动文档;国内网络与支付友好 & Credits 消耗规律不完全透明,重度任务消耗快 & 个人版免费 + Pro 99 元/月
Cursor(Anysphere,SpaceX 换股收购中) & 全球体验标杆;并行 Agent 能力强;收购后补贴战(凭退订 Claude 凭证送 200 美元顶配) & Token 计费下复杂任务额度消耗快;国内访问需网络加速 & Pro $20/月(顶配 $200/月限时)
GitHub Copilot(微软) & 约 180 万付费用户、42% 全球份额;10 美元/月全场最低;插件化兼容所有主流 IDE & 「最普遍也最不被热爱」(社区权力榜最爱率约 9%);6 月改 Credits 计费后额度易爆 & $10/月 + Business $19/月
Windsurf(Cognition) & 收购连续剧落幕后趋稳;2.0 版自研 SWE-1.5 模型、Codemaps、与 Devin 云端 Agent 打通 & 创始团队已随谷歌出走,品牌长期不确定性仍存 & 免费层 + Pro $15/月
Kiro(亚马逊 AWS) & Spec 驱动开发(EARS 需求语法)独树一帜,先文档后代码、工程可追溯;初创团队经 AWS Startups 可申请一年免费 Pro+ & 免费档每月仅 50 Credits,复杂任务几次用完 & 免费层 + Pro+ $20/月
CodeBuddy(腾讯) & IDE、插件、CLI 三形态齐全;99 元/年性价比突出;中文理解与腾讯云联动强 & IDC 口径国内份额约 7% 排第四;稳定性口碑分化 & 免费层 + 99 元/年\

★为本手册教学主力。价格为 2026 年 9 月各官网口径,促销活动以官网为准。完整 CLI 类工具口碑(H.3)、风险案例(H.4)见 GitHub 备份。


H.2 经济类专业学生选型建议(一段总结) ​

  • 教学主线:TRAE + Qoder 双主力混用——前者零成本起步,后者 Skill 生态深化;两者都支持 MCP,本手册全部实操示例均通过此组合验证。

  • 研究主线:VS Code + GitHub Copilot(或 Qoder Pro)——前者开源生态成熟,后者稳定且 $10/月成本可控;正式发表前用 Git 做频繁提交,AI 大改动前必先 commit。

  • 避坑铁律:① 开启 Git 并频繁提交;② AI 改动务必人工 review 后再接受;③ 对删除/卸载类操作保持最高警惕;④ 涉密或对外交付的代码慎用会向输出注入水印的工具(Claude Code 2026-08 上线水印)。


English Edition ​

Appendix H · Reputation Comparison of AI Coding Tools (September 2026 Edition) ​


H.1 Reputation comparison of IDE-type tools (condensed) ​

Table H.1 Reputation comparison of IDE-type tools (condensed).

L4|L4|L4|L4

Tool (vendor) & Reputation highlights & Main complaints & Reference price
TRAE (ByteDance) ★ & Basic tier permanently free with no call limits; SOLO mode runs the whole flow from requirement to deployment autonomously; native Chinese; third-party benchmarks put code-generation accuracy near 98% & Snapshot rollback still losing code (new cases on the 2026-06 forum); short context in ordinary chat mode & Free tier + Pro 30 yuan/month
Qoder (Alibaba) ★ & IDC-measured 47.6% share, first in China; rich Skill ecosystem; states a to-do plan before executing; automatic repository Wiki documentation; friendly network access and payment in mainland China & Credits consumption not fully transparent; heavy tasks burn credits quickly & Personal free tier + Pro 99 yuan/month
Cursor (Anysphere, being acquired by SpaceX in a share swap) & Global benchmark for experience; strong parallel-agent capability; post-acquisition subsidy war (200 USD top tier offered against proof of a cancelled Claude subscription) & Under token billing, complex tasks consume quota fast; access from mainland China needs network acceleration & Pro $20/month (top tier $200/month, limited time)
GitHub Copilot (Microsoft) & About 1.8 million paying users, 42% global share; 10 USD/month the lowest of all; plugin architecture compatible with every mainstream IDE & “Most widespread and least loved” (favourite rate about 9% on a community power ranking); credits billing since June makes the quota blow up easily & $10/month + Business $19/month
Windsurf (Cognition) & Stabilised after the acquisition saga; version 2.0 ships the in-house SWE-1.5 model, Codemaps, and integration with Devin cloud agents & Founding team has left for Google; long-run brand uncertainty remains & Free tier + Pro $15/month
Kiro (Amazon AWS) & Spec-driven development (EARS requirements syntax) unique in the field—documentation before code, engineering traceability; startups can apply for a year of free Pro+ through AWS Startups & Only 50 credits per month on the free tier; a few complex tasks exhaust it & Free tier + Pro+ $20/month
CodeBuddy (Tencent) & IDE, plugin, and CLI forms all present; 99 yuan/year outstanding value; strong Chinese comprehension and Tencent Cloud integration & About 7% domestic share by IDC, fourth place; stability reputation divided & Free tier + 99 yuan/year\

★ marks the teaching mainstays of this handbook. Prices follow each vendor’s official site as of September 2026; promotions are subject to those sites. The full reputation review of CLI-type tools (H.3) and risk cases (H.4) are in the GitHub backup.


H.2 Selection advice for economics students (one-paragraph summary) ​

  • Teaching track: mix TRAE and Qoder as the two mainstays—the former starts at zero cost, the latter deepens through its Skill ecosystem; both support MCP, and every hands-on example in this handbook was verified with this combination.

  • Research track: VS Code + GitHub Copilot (or Qoder Pro)—the former has a mature open-source ecosystem, the latter is stable at a controllable $10/month; commit frequently with Git before publication, and always commit before any large AI-driven change.

  • Iron rules for avoiding pitfalls: (1) enable Git and commit often; (2) review every AI change by hand before accepting it; (3) treat delete/uninstall operations with the highest suspicion; (4) for confidential or externally delivered code, be wary of tools that inject watermarks into output (Claude Code shipped watermarking in 2026-08).

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