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Agent Skill · 研究检索

questions-evolution(问题进化)

questions-evolution 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。

questions-evolution 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,权限为调用外部服务;许可证为 MIT,暂无第三方扫描结果,按安装量在研究检索类的 73,675 个 Skill 里排第 60,488。

总安装 367周安装 15GitHub Stars 公开资料未说明下载 118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
MIT

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:questions-evolution(问题进化)
来源仓库:https://github.com/pentaxis93/aiandi
仓库路径:skills/questions-evolution
安装命令:
npx skills add pentaxis93/aiandi --skill "questions-evolution"
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。

AgentSkills.tonpx skills
npx skills add pentaxis93/aiandi --skill "questions-evolution"

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。

用于动态演进问题集,支持多角度探索与深度分析任务。questions-evolution 属于研究检索类 Skill,可作为该场景下的辅助能力补充。适合在研究检索类场景中逐步细化方向、拓展关联知识点。可在 Codex、Claude 等平台中调用以生成递进式问题链。

使用前应设定清晰目标,防止无限发散导致资源浪费或偏离主题。建议结合领域专家意见校验问题相关性,确保演进路径合理有效。

来源仓库内路径:skills/questions-evolution

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 pentaxis93/aiandi --skill "questions-evolution";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

    它需要调用外部服务,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

questions-evolution 怎么安装?

在终端执行 npx skills add pentaxis93/aiandi --skill "questions-evolution"。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

questions-evolution 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。

questions-evolution 需要什么权限?

权限级别是调用外部服务。该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

questions-evolution 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

questions-evolution 用的人多吗?

公开数据是累计安装 367 次,近一周安装 15 次,下载 118 次。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。

questions-evolution 安全吗?

没有查到第三方扫描结果,安全性无法从公开资料判断,安装前请自行审查源码、依赖和命令行为。

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。
  • 许可证明确为 MIT,商用和分发边界好判断。

先想清楚的地方

  • 没有第三方扫描结果,安全性只能靠自己读源码判断。
  • 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

  • 要求有安全扫描结论才肯安装的团队。
  • 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
questions-evolution

问题进化 · 本页

367—调用外部服务MIT未收录

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

name
questions-evolution
description
Question template for Evolution stories ('X changed from A to B'). Arc: Origin State → Pressure → Transition → New State → Reflection. Use with question-design skill.

Evolution Story Questions

Story type: "This thing changed from X to Y" Arc: Origin State → Pressure → Transition → New State → Reflection


The Shape

Evolution stories track how something transformed over time - a project, a practice, a belief, a relationship. The reader watches change unfold and learns about the forces that drive transformation.

What makes it work: The tension between what was and what became. Evolution requires pressure - something had to push against the status quo.


Question Sequence

Opening: The Origin State

*What it was before change began.*

  • "What was [thing] like in the beginning?"
  • "What was it designed to do? What problem did it solve?"
  • "What did you believe about it then?"
  • "What was working? What assumptions were you making?"

Pressure: Why Change Became Necessary

*The forces that pushed against the status quo.*

  • "What started to not work?"
  • "What pressure built up over time?"
  • "Was there a breaking point, or gradual erosion?"
  • "What could you no longer ignore?"
  • "What external forces were pushing?"

Transition: How Change Happened

*The messy middle of transformation.*

  • "How did the change actually happen?"
  • "Was it intentional or did it emerge?"
  • "What did you try that didn't work?"
  • "What had to be let go of? What was hard to release?"
  • "Were there false starts or wrong turns?"

New State: What It Became

*The transformed form.*

  • "What is [thing] like now?"
  • "What's different? What stayed the same?"
  • "What can it do now that it couldn't before?"
  • "What trade-offs did you accept?"

Reflection: Meta-Learning

*What this teaches about change itself.*

  • "Looking back, was the change inevitable?"
  • "What did this process teach you about transformation?"
  • "Would you do it the same way again?"
  • "How do you recognize when something else needs to evolve?"

Tacit Knowledge Triggers (Evolution-Specific)

  • "What died in the transition? What was the cost?"
  • "What tried to stay the same that had to change?"
  • "When did you know the old way was really over?"
  • "What do you miss about how it was before?"
  • "What couldn't exist until after the change?"

Walking Adaptation

First quarter: Origin State (establish the baseline, comfortable territory) Second quarter: Pressure + early Transition (tension building) Third quarter: Transition completion + New State (resolution) Final quarter: Reflection (meta-learning, synthesis)

The Pressure section benefits from walking - physical movement can help process the discomfort of what wasn't working.


Example: Stockbook → Zenvestor

Opening: "What was Stockbook in the beginning? What problem were you solving?" Pressure: "What started to break? When did you know it wasn't sustainable?" Transition: "How did the decision to rebuild happen? What did you throw away?" New State: "What is Zenvestor now that Stockbook could never have been?" Reflection: "What did building the same thing three times teach you about software evolution?"


*The evolution story honors both what was and what became.*

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安全审计

暂无安全审计结果可展示。

权限和风险

调用外部服务

该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

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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