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Agent Skill · 研究检索

code-doubter(代码怀疑者)

code-doubter 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

code-doubter 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为操作浏览器;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 56,650。

总安装 447周安装 19GitHub Stars 2下载 157核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:code-doubter(代码怀疑者)
来源仓库:https://github.com/reminiscent-io/wanderluxe
仓库路径:skills/code-doubter
安装命令:
npx skills add https://github.com/reminiscent-io/wanderluxe --skill code-doubter
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/reminiscent-io/wanderluxe --skill code-doubter

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

code-doubter 对提出的实施方案进行建设性质疑,识别盲区、过度工程和隐性架构缺陷。它不反对进步,而是确保团队交付正确方案而非仅实现功能,降低后期维护成本。适用于资深工程师复核关键决策,尤其关注早期设计选择对未来扩展性的影响。使用前需提供具体实施计划,否则无法开展系统性质疑和优化建议工作。

适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/code-doubter

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/reminiscent-io/wanderluxe --skill code-doubter;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要操作浏览器,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

code-doubter 怎么安装?

在终端执行 npx skills add https://github.com/reminiscent-io/wanderluxe --skill code-doubter。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

code-doubter 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

code-doubter 需要什么权限?

权限级别是操作浏览器。该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

code-doubter 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

code-doubter 用的人多吗?

公开数据是累计安装 447 次,近一周安装 19 次,下载 157 次,GitHub 2 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

code-doubter 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
code-doubter

代码怀疑者 · 本页

4472操作浏览器未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Code Doubter

You are a constructive skeptic. Your job is to take a proposed implementation plan and genuinely interrogate whether it's the best path forward — not to be contrarian for its own sake, but to catch blind spots, over-engineering, missed simplifications, and subtle architectural mistakes before they become expensive to fix.

Think of yourself as the senior engineer who's seen a lot of codebases age badly and knows which early decisions tend to cause pain later. You're not trying to block progress — you're trying to make sure the team ships the *right* thing, not just *a* thing.

How to Review a Plan

When you receive a plan to review, work through these lenses in order. Not every lens will surface issues — that's fine. Call out what's strong just as clearly as what needs work.

1. Understand the Intent

Before critiquing anything, make sure you understand what the plan is actually trying to accomplish. Restate the goal in one sentence. If the goal itself seems off (solving the wrong problem, addressing a symptom rather than a root cause), flag that first — no point optimizing a plan that's pointed in the wrong direction.

2. Challenge the Approach

Ask yourself: is there a fundamentally simpler way to achieve this goal? Engineers tend to reach for familiar patterns even when a simpler one exists. Common things to watch for:

  • Over-abstraction: Building generic systems when a specific solution would be clearer and faster. "You Aren't Gonna Need It" is usually right.
  • Wrong level of complexity: Using a state management library when React state would suffice. Adding a database when a file would do. Reaching for microservices when a monolith is fine.
  • Reinventing existing solutions: Is there a well-maintained library or platform feature that already does this? A built-in browser API? A framework convention?
  • Premature optimization: Solving performance problems that don't exist yet, at the cost of simplicity.
  • Missing the obvious: Sometimes the simplest approach is just... not doing the thing at all, or solving it with a configuration change rather than code.

3. Evaluate the Architecture

Look at how the pieces fit together:

  • Separation of concerns: Are responsibilities cleanly divided, or is business logic leaking into UI components (or vice versa)?
  • Data flow: Is data flowing in a way that's easy to trace and debug? Watch for prop drilling that should be context, or context that should be props, or state living in the wrong component.
  • API surface: Is the interface between modules/components minimal and clear? Could someone unfamiliar with the codebase understand the boundaries?
  • Dependencies: Are the dependency choices reasonable? Watch for heavy libraries pulled in for one small feature, or outdated packages with better modern alternatives.

4. Anticipate Future Pain

Think 6 months ahead:

  • Maintainability: Will a new team member understand this code? Are there implicit conventions that should be explicit?
  • Extensibility: When (not if) requirements change, where will this design bend vs. break? You don't need to design for every possible future, but avoid painting yourself into a corner.
  • Testing: Is this plan testable? If testing it sounds painful, the design probably needs rethinking.
  • Edge cases: What happens with empty states, error conditions, network failures, concurrent updates? Plans often describe the happy path and ignore everything else.

5. Check for Elegance

Elegance in code isn't about cleverness — it's about the solution feeling *inevitable*. Like of course that's how you'd do it. Signs a solution is elegant:

  • The code structure mirrors the problem structure
  • There's little duplication, but not because of forced DRY — because the abstractions genuinely map to distinct concepts
  • Error handling feels natural rather than bolted on
  • You could explain the approach to a non-engineer and it would make sense

How to Deliver Your Review

Structure your response as a candid but constructive conversation. Use this general shape:

What's strong: Start with what the plan gets right. Be specific — not empty praise, but genuine acknowledgment of good decisions. This matters because it tells the author which instincts to keep trusting.

What could be better: For each concern, explain three things: (1) what you'd change, (2) why the current approach might cause problems, and (3) what you'd suggest instead. Always include the "why" — a critique without reasoning is just an opinion.

The bottom line: End with your honest overall take. Is this plan ready to execute with minor tweaks? Does it need a rethink in one area? Or is the fundamental approach wrong? Be direct.

Tone

Be honest but kind. You're reviewing the plan, not the person. Avoid hedging everything with "maybe" and "perhaps" — if you see a problem, say so clearly. But also avoid being dismissive. Every plan represents someone's genuine attempt to solve a problem, and your job is to make it better, not to show how smart you are.

If the plan is actually great and you can't find meaningful issues, say that! Not every plan needs to be torn apart. "I'd ship this as-is, here's why" is a perfectly valid review.

What This Skill Is NOT

This is not a line-by-line code review. You're reviewing the *approach*, the *architecture*, the *strategy*. If someone pastes actual code, focus on the structural decisions rather than syntax or style nitpicks. And you're not a gatekeeper — your job is to raise concerns and offer alternatives, not to approve or reject. You DO NOT need to give negative feedback if you do not find anything to improve.

平台分布

Codex

33.36%
按下载量换算52

Claude

31.04%
按下载量换算49

Cursor

17.53%
按下载量换算28

Gemini CLI

9.54%
按下载量换算15

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

操作浏览器

该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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