斯坦福STORM框架

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安装这个技能

第一步,召唤 5 维专家完成全景扫描。 第二步,画出矛盾地图与行业盲区。 第三步,合成 60 秒决策简报。 第四步,完成严苛同行评审与可靠度打分。

一句话选型结论

按资料字段整理

斯坦福STORM框架是效率类的 Agent Skill,安装方式未标注,权限级别未标注,许可证不明确,有可直接复制的安装命令。技能本质是给模型读的说明书,效果取决于模型与客户端;装完先用一个小任务验证,再放进正式流程。

分类效率 安装方式未标注 权限级别未标注权限 许可证许可证不明确
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许可证 许可证不明确 未说明

安装

未标注
在支持 Skills 的客户端里执行,装完问一句「你有哪些技能」验证
skillhub install user_ab56c2b0/storm-research-protocol
  1. 1
    确认客户端支持

    确认你的客户端支持 Skills(Claude、Codex、Cursor 等),并升级到较新的版本。

  2. 2
    拿到技能文件

    执行上面的命令安装;也可以把仓库里的 SKILL.md 手动放进客户端的 skills 目录。

  3. 3
    刷新技能列表

    重新打开客户端,或刷新技能列表,让新放进来的技能被加载。

  4. 4
    验证是否生效

    问一句「你有哪些技能」,确认列表里出现它,再拿一个小任务试跑。

技能档案

效率
字段来自技能仓库与公开索引,中文说明由本站标注
作者 / 维护方user_ab56c2b0仓库 未标注 · 版本 未标注
宿主客户端未标注技能可被这些客户端加载
安装方式未标注安装包 community
权限级别未标注权限安装前请确认风险范围
许可证未说明许可证不明确,商用前请自行确认条款
仓库可用性available技能仓库当前是否可访问
最近核验未标注上游最后核验时间 · 数据更新 1791730856
正文体量8.2 KBSKILL.md 原文大小,越大说明说明书写得越细

典型使用场景

3 类
按分类整理的常见用法,具体以 SKILL.md 为准
整理待办与日程

把零散任务收进清单,排出优先级。

批量处理重复任务

把固定动作做成模板,重复执行。

把流程写成清单

把口头流程整理成可复用的步骤。

选择建议

装之前先看这几条
按条目字段给出的判断,不替你决定用不用

值得选的地方

  • 有可直接复制的安装命令,不用自己翻文档找入口。

先想清楚的地方

  • 没有标注权限级别,实际能做什么要装好后确认。
  • 许可证不明确,商用或二次分发前先到仓库确认条款。
  • 没有做站内核验,内容以作者仓库为准。
  • 技能只是说明书,实际效果取决于模型与客户端,装完先用小任务试一遍。

更适合

  • 需要在效率场景里给模型补一套做法的人。
  • 愿意先读一遍 SKILL.md、确认它会让模型做什么的人。

不太适合

  • 对许可证要求很严、必须明确可商用的人。
  • 只想装完就自动变强、不打算看说明书的人。

同类对比

6 个同类
同分类里挑最接近的几条,字段以各自详情页为准
技能权限级别安装方式累计安装宿主客户端安装命令
斯坦福STORM框架当前 未标注权限 未标注 未标注 未标注 有
Nano PDF 文档 联网访问 ClawHub 市场 424.9 万 OpenClaw 有
自动更新程序 浏览器控制 ClawHub 市场 296.4 万 OpenClaw 有
Gemini 助手 联网访问 ClawHub 市场 254.7 万 OpenClaw 有
word DOCX 文档 联网访问 ClawHub 市场 239.6 万 OpenClaw 有
Excel XLSX 前端 联网访问 ClawHub 市场 227.0 万 OpenClaw 有

SKILL.md 全文

8.2 KB
模型实际读到的说明书原文,来自技能仓库

Storm Research Protocol

Overview

This skill implements the Stanford OVAL STORM (Synthesis of Topic Outlines through
Retrieval and Multi-perspective question generation) framework as a 4-stage prompt protocol.
It forces a research task through five deliberately opposed expert lenses, surfaces the
contradictions and blind spots between them, synthesizes a CEO-grade briefing, and then
peer-reviews its own output for reliability and bias. Result: a PhD-level due-diligence
briefing produced in minutes rather than days.

The skill's value is the questioning protocol, not the topic. Use it whenever a single
question would otherwise yield shallow, consensus-level "correct nonsense."

When To Use

  • Deep industry / market / competitive research
  • Investment or project due diligence (看多 vs 看空交锋)
  • CEO / exec-level decision briefs on an unfamiliar topic
  • Interview prep, negotiation prep, or exec-readiness defense
  • Rapidly getting up to speed in a new domain (filter marketing noise)
  • Any task where the user explicitly asks for multi-angle, rigorous, evidence-ranked analysis

If the user only wants a quick factual lookup, do NOT invoke this skill — it is heavyweight by design.

Workflow

  1. Capture inputs. Identify the research topic (replace [YOUR TOPIC]) and, for Stage 3,
    the reader's role (replace [YOUR ROLE]). If the user did not specify a role, infer a
    sensible default (e.g. "投资决策者" / "业务负责人") and state the assumption.
  2. Run the 4 stages sequentially. Execute Stage 1 → feed its output into Stage 2 → feed
    both into Stage 3 → feed the Stage 3 briefing into Stage 4. Each stage below is a verbatim
    prompt set; keep the section structure and deliverables exactly as written.
  3. Produce one consolidated deliverable. Present the final output as a single structured
    report with four labeled sections (Five-Perspective Scan, Contradiction & Blind-Spot Map,
    CEO Briefing, Peer Review). Use A-share color convention (涨红跌绿) only if financial data appears.
  4. 5-minute cadence (optional framing for the user): Stage 1 ≈ 1 min, Stage 2 ≈ 2 min,
    Stage 3 ≈ 1 min, Stage 4 ≈ 1 min. The whole pipeline is ~300 seconds.

Stage 1 — 五维多视角扫描协议 (Five-Perspective Scan)

> 任务目标
> I need to research [YOUR TOPIC 替换你的调研主题].
> Simulate 5 different expert perspectives on this topic:

1. THE PRACTITIONER(一线实操者)
• works with this daily.
• What do they know that academics miss?
• What practical realities are usually ignored?

2. THE ACADEMIC(学术学者)
• has studied this for years.
• What does the peer reviewed evidence actually say?
• Where does the evidence contradict popular belief?

3. THE SKEPTIC(死硬怀疑论者)
• thinks the mainstream view is wrong.
• What is the strongest counterargument?
• What evidence do proponents conveniently ignore?

4. THE ECONOMIST(利益与经济学家)
• follows the money.
• Who profits from the current narrative?
• What financial incentives shape the research?

5. THE HISTORIAN(周期历史学者)
• has seen similar patterns before.
• What historical parallels exist?
• What can we learn from how those played out?

> 输出规范 · 每个角色交付 3 样东西
> • Their core position in 2 sentences(两句话核心立场)
> • The strongest evidence supporting their view(支撑其观点的最硬核证据)
> • The one thing they would tell me that no other perspective would(任何其他角色都绝不敢说的一句大实话)


Stage 2 — 矛盾与盲区地图映射 (Contradiction & Blind-Spot Map)

> 任务目标
> Based on the 5 perspectives above, map the contradictions:

1. 抓直接冲突(Direct Conflicts)
Where do two or more perspectives directly contradict each other? List each conflict with the specific claims that clash.

2. 评证据强弱(Evidence Strength)
Which perspective has the strongest evidence? Which has the weakest? Why?

3. 定胜负天平(The Keystone Question)
What is the one question that, if answered, would resolve the biggest contradiction?

4. 提全员共识(Universal Agreement)
What does EVERY perspective agree on?
(注:连死对头都一致承认的事实,大概率就是真金白银的真相)

5. 挖全场盲区(The Blind Spot)
What topic did NONE of the perspectives address?
(注:全场都没提到的盲区,往往藏着整个行业最大的认知红利)

> 两条黄金法则
> 1. 若 5 个对立立场全部认同某事 → 大概率是不可撼动的客观事实。
> 2. 若 5 个专家无人提及某关键维度 → 你抓到了行业最大的认知盲区与价值洼地。


Stage 3 — 总裁级极速决策简报协议 (CEO-Level Briefing)

> 任务目标
> Synthesize everything from the 5 perspectives and the contradiction map into a research briefing:

1. 60 秒极简电梯速览(The One-Paragraph Summary)
Explain this topic as if briefing a CEO who has 60 seconds and needs nuance, not just the headline.

2. 五大关键发现按可靠度严谨排序(The 5 Key Findings)
Most important things I now know, ranked by reliability. For each, note which perspectives support it and which challenge it.

3. 跨视角的非显性隐藏连接(The Hidden Connection)
One non-obvious link between findings that only shows up when you look at all 5 perspectives together.

4. 针对具体岗位的行动建议(The Actionable Insight)
Based on all the evidence, what should someone in [YOUR ROLE 你的岗位角色] actually DO differently? Be specific.

5. 改变行业格局的前沿天问(The Frontier Question)
The one question that, if answered, would change everything about how we understand this topic.


Stage 4 — 严苛同行评审与事实质检 (Peer Review & Fact-Check)

> 任务目标
> Now peer review your own research briefing:

1. 置信度评分打假(Confidence Scores)
Rate each of the 5 key findings on a 1 to 10 scale for reliability. Explain each score.

2. 揪出最脆弱的一环(Weakest Link)
Which claim are you least confident in? What specific info would you need to verify it?

3. 偏见审查防带节奏(Bias Check)
Which perspective might be overrepresented in your synthesis? Did one voice dominate?

4. 遗漏视角补充检查(Missing Perspective)
Is there a 6th angle I should have included that would change the conclusions?

5. 斯坦福教授级严苛终评(Overall Grade)
If a Stanford professor reviewed this briefing, what grade would they give and why? What would they tell me to fix?


High-Value Scenarios (reference for the user)

  1. 撰写深度研报 — 提前覆盖盲区角度,论点密不透风
  2. 重大商业决策 — 老手讲实操,怀疑论者挑硬伤,经济学家挑破利益局
  3. 关键求职面试 — 内行话 + 高维穿透性提问
  4. 重大项目投资 — 多空交锋、历史周期对比、矛盾地图锁定风险
  5. 快速掌握新领域 — 过滤营销噪音,直击底层逻辑
  6. 关键商务谈判 — 摸透对方动机与弱点
  7. 高管汇报答辩 — 提前闭环所有质疑与反驳

Notes

  • Keep the original English prompt phrasing where provided; it is tuned for model compliance.
  • This protocol works on any topic — the rigor comes from the five opposed lenses, not from tooling.
  • Stage 4 is mandatory. Skipping self-review is the most common failure mode that lets biased
    or hallucinated conclusions pass as findings.

常见问题

5 问
答案由本站依据条目字段整理
斯坦福STORM框架怎么安装?

在支持 Skills 的客户端里执行:skillhub install user_ab56c2b0/storm-research-protocol。安装方式为未标注。装完刷新技能列表或重开客户端。

斯坦福STORM框架支持哪些客户端?

资料没有标注宿主客户端,但只要客户端支持 Skills(Claude、Codex、Cursor 等),一般都能加载。

斯坦福STORM框架权限高吗,安全吗?

权限级别为未标注权限。安装前先看它会读取或写入哪些内容。

斯坦福STORM框架收费吗?

本站不代收费用,也没有标注具体价格。是否收费取决于技能本身和所用的模型或客户端,正式使用前按作者说明确认。

斯坦福STORM框架用什么许可证?

许可证标注为 未说明(许可证不明确)。商用或二次分发前请到仓库确认条款原文。

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技能内容以作者仓库为准;分类、权限级别与许可证状态的中文说明为中文整理,最近核验 未标注。