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Agent Skill · 研究检索

inversion(inversion 搜索)

inversion 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。

inversion 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,权限为只读;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 35,385。

总安装 2,093周安装 89GitHub Stars 85下载 733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:inversion(inversion 搜索)
来源仓库:https://github.com/guia-matthieu/clawfu-skills
仓库路径:skills/inversion
安装命令:
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill inversion
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/guia-matthieu/clawfu-skills --skill inversion

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。

用于查找、检索和筛选相关信息。inversion 属于研究检索类 Skill,可作为该场景下的辅助能力补充。适合根据关键词或任务场景快速定位候选结果。可在 Codex、Claude、Cursor 等宿主环境中使用。通过 GitHub 安装,具体用法请参考原始 README。

安装前建议确认权限范围和维护状态,避免触发联网或文件操作。

来源仓库内路径:skills/inversion

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/guia-matthieu/clawfu-skills --skill inversion;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

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

inversion 怎么安装?

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

inversion 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。

inversion 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

inversion 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。

inversion 用的人多吗?

公开数据是累计安装 2,093 次,近一周安装 89 次,下载 733 次,GitHub 85 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。

inversion 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。
  • 标注为只读权限,试用阶段不容易误改本地文件。

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。
  • 只想先试试效果、不希望它改动本地文件的人。

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
inversion

inversion 搜索 · 本页

2,09385只读未明确通过

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

Inversion

"Invert, always invert." Apply Carl Jacobi's mathematical principle and Charlie Munger's investing wisdom to solve problems by thinking backward from failure.

When to Use This Skill

  • Goal setting - Define what would guarantee failure, then avoid it
  • Risk analysis - Identify what could destroy your project before starting
  • Decision making - Evaluate choices by examining their worst outcomes
  • Problem solving - When direct approaches aren't working, reverse the question
  • Strategy development - Find competitive advantages by avoiding common mistakes
  • Personal development - Identify habits and behaviors that guarantee failure

Methodology Foundation

AspectDetails
SourceCarl Gustav Jacob Jacobi (1804-1851), mathematician; Charlie Munger, investor
ExpertMunger credits Jacobi: "Invert, always invert" (from "man muss immer umkehren")
Core PrincipleMany problems are best solved backward. Instead of asking "How do I succeed?", ask "What would guarantee failure?" then avoid those things.

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures content frameworksFinal messaging
Suggests persuasion techniquesBrand voice
Creates draft variationsVersion selection
Identifies optimization opportunitiesPublication timing
Analyzes competitor approachesStrategic direction

What This Skill Does

  1. Reveals hidden risks - Surfaces dangers invisible when thinking forward
  2. Simplifies complex problems - Failure paths are often clearer than success paths
  3. Prevents catastrophic mistakes - Avoidance is easier than achievement
  4. Improves decision quality - Forces consideration of downside scenarios
  5. Unlocks creative solutions - Reverse framing reveals new approaches

How to Use

Invert a Goal

Apply Inversion to this goal:
[describe your goal]

What would GUARANTEE failure? What should I avoid at all costs?

Analyze a Decision

Use Inversion to evaluate this decision:
[describe the choice you're facing]

If I wanted this to fail spectacularly, what would I do?

Improve a Strategy

Invert this strategy to find weaknesses:
[describe your plan]

How could a competitor or circumstances destroy this plan?

Instructions

When applying Inversion, follow this systematic process:

Step 1: State the Problem or Goal Clearly

## Forward Statement

**What I want to achieve:**
[Clear, specific goal]

**Current approach:**
[How I'm thinking about solving it]

**Why direct approach may be insufficient:**
[Complexity, uncertainty, blind spots]

Step 2: Invert the Question

## The Inversion

**Original Question:**
"How do I [achieve goal]?"

**Inverted Question:**
"How do I GUARANTEE [failure/opposite of goal]?"

**Reframe:**
Instead of: "How do I build a successful company?"
Ask: "How do I guarantee my company fails?"

Instead of: "How do I have a happy marriage?"
Ask: "How do I guarantee divorce?"

Instead of: "How do I get healthy?"
Ask: "How do I guarantee I stay unhealthy?"

Munger's Insight: "It is remarkable how much long-term advantage people like us have gotten by trying to be consistently not stupid, instead of trying to be very intelligent."


Step 3: List All Ways to Guarantee Failure

## Failure Recipe

**If I wanted to GUARANTEE failure, I would:**

1. [Action/behavior that ensures failure]
2. [Action/behavior that ensures failure]
3. [Action/behavior that ensures failure]
4. [Action/behavior that ensures failure]
5. [Action/behavior that ensures failure]

**Attitudes that guarantee failure:**
-
-
-

**Decisions that guarantee failure:**
-
-
-

**Habits that guarantee failure:**
-
-
-

Be Thorough: Generate at least 10-15 failure paths. The most obvious ones come first, but the subtle ones are often more dangerous.


Step 4: Invert Back to Success Principles

## Inversion to Success

| Guaranteed Failure | Therefore, I Must... |
|--------------------|---------------------|
| [Failure action 1] | [Avoid/do opposite] |
| [Failure action 2] | [Avoid/do opposite] |
| [Failure action 3] | [Avoid/do opposite] |

**Key Avoidances (Non-Negotiable):**
1. Never [failure behavior]
2. Never [failure behavior]
3. Never [failure behavior]

**Required Actions (Derived from Inversion):**
1. Always [opposite of failure]
2. Always [opposite of failure]
3. Always [opposite of failure]

Step 5: Create Anti-Goals

## Anti-Goals

**Definition:** Things I commit to NEVER doing, regardless of circumstances.

### My Anti-Goals:

1. **I will NEVER:** [specific anti-goal]
   **Because it guarantees:** [failure outcome]

2. **I will NEVER:** [specific anti-goal]
   **Because it guarantees:** [failure outcome]

3. **I will NEVER:** [specific anti-goal]
   **Because it guarantees:** [failure outcome]

### Tripwires (Early Warning Signs)

If I notice any of these, STOP and reassess:
- [Warning sign that I'm heading toward failure]
- [Warning sign that I'm heading toward failure]
- [Warning sign that I'm heading toward failure]

Examples

Example 1: Startup Success via Inversion

Context: Founder wants to build a successful startup.

Input:

"I want to build a successful startup. Apply Inversion - what would guarantee failure?"

Output:

Forward Statement:

  • Goal: Build a successful, sustainable startup
  • Current approach: Find product-market fit, raise funding, scale

The Inversion:

"How do I GUARANTEE my startup fails?"

Failure Recipe - Top 15 Ways to Kill a Startup:

  1. Build something nobody wants - Skip customer research, build based on assumptions
  2. Run out of money - Burn fast, raise slow, no runway management
  3. Co-founder conflict - Don't align on vision, equity, roles upfront
  4. Ignore unit economics - Grow revenue while losing money per customer
  5. Hire too fast - Add headcount before product-market fit
  6. Hire too slow - Miss market window by being understaffed
  7. Pivot too often - Never give an idea enough time
  8. Never pivot - Stick with failing approach out of stubbornness
  9. Ignore competition - Assume you're the only one with this idea
  10. Obsess over competition - Copy instead of innovate
  11. Poor communication with investors - Surprise them with bad news
  12. Single point of failure - One key customer, one key employee, one key feature
  13. Technical debt mountain - Ship fast forever, never refactor
  14. Premature scaling - Spend on growth before product works
  15. Founder burnout - Work 100-hour weeks indefinitely

Inversion to Success:

Guaranteed FailureTherefore, I Must...
Build without customer inputTalk to 50+ customers before building
Run out of moneyAlways maintain 18+ months runway
Co-founder misalignmentHave explicit co-founder agreement before starting
Ignore unit economicsKnow CAC, LTV, payback from day 1
Premature scalingOnly scale after clear product-market fit signals

Anti-Goals for This Startup:

  1. NEVER raise money we don't need
  2. NEVER hire ahead of revenue
  3. NEVER surprise investors with bad news
  4. NEVER ignore customer churn signals
  5. NEVER work more than 60 hours/week consistently

Why This Works: Instead of chasing "success tactics," we've identified the landmines. Avoiding these gives us a massive advantage over founders who hit them.


Example 2: Career Advancement via Inversion

Context: Professional wants to advance their career over the next 5 years.

Input:

"I want to advance my career. What would guarantee I stay stuck?"

Output:

The Inversion:

"How do I GUARANTEE career stagnation?"

Failure Recipe - 12 Ways to Kill Your Career:

  1. Stop learning - Assume your current skills are enough forever
  2. Avoid hard problems - Only take safe, easy assignments
  3. Never take credit - Let others claim your work
  4. Take all credit - Never acknowledge team contributions
  5. Burn bridges - Treat people badly when you have leverage
  6. Stay invisible - Never speak up, never present, never write
  7. Ignore feedback - Dismiss criticism as jealousy or misunderstanding
  8. Only work IN the business - Never work ON your career
  9. Rely on one sponsor - When they leave, you're orphaned
  10. Avoid difficult conversations - Let resentments build
  11. Be the expert in a dying field - Double down on obsolete skills
  12. Complain without solutions - Be known as the negative one

Inversion to Success:

Guaranteed StagnationTherefore, I Must...
Stop learningDedicate 5 hours/week to skill development
Avoid hard problemsVolunteer for one stretch assignment per year
Stay invisiblePublish/present at least quarterly
Rely on one sponsorCultivate 3-5 relationships with senior people
Ignore feedbackActively seek and act on feedback monthly

Anti-Goals for My Career:

  1. NEVER go a month without learning something new
  2. NEVER let a year pass without a visible achievement
  3. NEVER burn a bridge (even when justified)
  4. NEVER become the expert in only one thing
  5. NEVER complain without proposing a solution

Tripwires:

  • If I haven't learned anything new in 30 days → reassess
  • If I can't name 3 senior advocates → build relationships
  • If I'm doing the same work as 2 years ago → seek stretch

Checklists & Templates

Inversion Canvas

## Inversion Canvas: [Goal/Problem]

┌─────────────────────────────────────────────────────────────────┐
│                         FORWARD VIEW                             │
│                                                                  │
│  GOAL: _________________________________________________        │
│                                                                  │
│  Current approach: ______________________________________       │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼
                         INVERT IT
                              │
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                       INVERTED VIEW                              │
│                                                                  │
│  "How do I GUARANTEE failure?"                                  │
│                                                                  │
│  1. ________________________________________________________    │
│  2. ________________________________________________________    │
│  3. ________________________________________________________    │
│  4. ________________________________________________________    │
│  5. ________________________________________________________    │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼
                       INVERT BACK
                              │
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                        ACTION VIEW                               │
│                                                                  │
│  ANTI-GOALS (Never do):                                         │
│  1. ________________________________________________________    │
│  2. ________________________________________________________    │
│  3. ________________________________________________________    │
│                                                                  │
│  MUST-DOS (Derived from inversion):                             │
│  1. ________________________________________________________    │
│  2. ________________________________________________________    │
│  3. ________________________________________________________    │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘

Rapid Inversion Checklist

## Quick Inversion (5 Minutes)

**Goal:** ________________________

**Invert:** "How do I guarantee failure?"
□ ________________________________
□ ________________________________
□ ________________________________

**Therefore, I must AVOID:**
□ ________________________________
□ ________________________________
□ ________________________________

**One Anti-Goal to commit to:**
"I will NEVER ________________________________"

Inversion for Decisions

## Decision Inversion Template

**Decision:** Should I [option A] or [option B]?

### Invert Option A:
"If I choose A and it fails catastrophically, why?"
-
-
-

### Invert Option B:
"If I choose B and it fails catastrophically, why?"
-
-
-

### Comparison:
| Failure Mode | Option A Risk | Option B Risk |
|--------------|---------------|---------------|
| [Mode 1] | High/Med/Low | High/Med/Low |
| [Mode 2] | High/Med/Low | High/Med/Low |
| [Mode 3] | High/Med/Low | High/Med/Low |

**Insight from Inversion:**
[What did reverse thinking reveal?]

**Decision:**
[Which option has more avoidable failure modes?]

Munger's Standard Inversion Questions

## Charlie Munger's Inversion Questions

Apply these to any goal or decision:

1. "What could cause this to fail completely?"

2. "What would a competitor do to destroy us?"

3. "What's the most likely way I'm wrong?"

4. "What would make me look back and say 'how did I miss that'?"

5. "If this failed, what would the post-mortem say?"

6. "What am I not seeing because I don't want to see it?"

7. "How would a smart, well-resourced enemy attack this?"

8. "What would I have to believe for this to fail?"

Red Flags: When Inversion is Critical

## You MUST Apply Inversion When:

- [ ] Stakes are high (career, money, relationships)
- [ ] Decision is irreversible or hard to reverse
- [ ] You're feeling overconfident
- [ ] Everyone agrees (groupthink risk)
- [ ] You haven't considered failure modes
- [ ] The plan seems "foolproof"
- [ ] You're emotionally attached to the outcome

## Warning: Inversion Reveals Uncomfortable Truths

Be prepared to discover:
- Plans you love have fatal flaws
- "Sure things" aren't sure at all
- You've been avoiding obvious risks
- The easy path leads to failure

Skill Boundaries

What This Skill Does Well

  • Structuring persuasive content
  • Applying copywriting frameworks
  • Creating draft variations
  • Analyzing competitor approaches

What This Skill Cannot Do

  • Guarantee conversion rates
  • Replace brand voice development
  • Know your specific audience
  • Make final approval decisions

References

  • Munger, Charlie. "The Psychology of Human Misjudgment" (1995)
  • Munger, Charlie. "Poor Charlie's Almanack" (2005)
  • Bevelin, Peter. "Seeking Wisdom: From Darwin to Munger" (2007)
  • Jacobi, Carl Gustav Jacob - Mathematical inversion principles
  • Farnam Street. "Inversion: The Crucial Thinking Skill Nobody Ever Taught You"

Related Skills


Skill Metadata (Internal Use)

name: inversion
category: strategy
subcategory: decision-making
version: 1.0
author: MKTG Skills
source_expert: Carl Jacobi, Charlie Munger
source_work: Poor Charlie's Almanack, Seeking Wisdom
difficulty: beginner
estimated_value: $1,500 strategy consultation
tags: [decision-making, risk-analysis, Munger, problem-solving, mental-models]
created: 2026-01-25
updated: 2026-01-25

平台分布

Codex

33.21%
按下载量换算243

Claude

32.19%
按下载量换算236

Cursor

17.38%
按下载量换算127

Gemini CLI

8.92%
按下载量换算65

安全审计

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Socket

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权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

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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