Think结构化推理工具：使用Gemini CLI进行深度分析、快速思考与决策评估

think by johnlindquist/claude

94 周安装量

21 GitHub Stars

GitHub

安装命令

npx skills add https://github.com/johnlindquist/claude --skill think

AI/机器学习方法论生产力

🇨🇳中文介绍

Think - 结构化推理

应用结构化思维框架处理复杂问题。

前提条件

已安装 Gemini CLI：

pip install google-generativeai
export GEMINI_API_KEY=your_api_key

CLI 参考

所有命令均使用带有结构化提示的 Gemini：

gemini -m pro -o text -e "" "Your prompt"

思考操作

深度分析

对复杂问题进行多框架推理：

gemini -m pro -o text -e "" "Analyze this problem using multiple thinking frameworks:

PROBLEM: [您的问题]

Apply these frameworks:
1. First Principles - Break down to fundamental truths
2. Systems Thinking - Map components and interactions
3. Inversion - What would make this fail?
4. Second-Order Effects - What happens after the obvious?

For each framework:
- Key insights
- Blind spots it reveals
- Actionable implications

Synthesize into a coherent recommendation."

快速思考

对较简单问题进行快速推理：

gemini -m pro -o text -e "" "Think through this question step by step:

[您的问题]

Provide:
1. Initial reaction
2. Key considerations
3. Potential pitfalls
4. Recommended approach"

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对提案进行压力测试：

gemini -m pro -o text -e "" "Challenge this idea rigorously:

IDEA: [需要挑战的想法]
CONTEXT: [相关背景]

Apply these challenges:
1. Steel man the counterargument
2. Identify hidden assumptions
3. Find edge cases that break it
4. Consider who might disagree and why
5. What evidence would change your mind?

Conclude with: Should we proceed, modify, or abandon?"

比较多个选择：

gemini -m pro -o text -e "" "Evaluate these options for: [决策问题]

OPTIONS:
1. [选项 A]
2. [选项 B]
3. [选项 C]

CRITERIA:
- [标准 1]
- [标准 2]
- [标准 3]

For each option:
- Score against each criterion (1-5)
- Key advantages
- Key risks
- Hidden costs

Provide a clear recommendation with reasoning."

gemini -m pro -o text -e "" "Apply first principles thinking to: [问题]

1. What do we know for certain? (facts, not assumptions)
2. What are we assuming? (challenge each)
3. What's the simplest explanation?
4. Build up from fundamentals"

gemini -m pro -o text -e "" "Conduct a pre-mortem for: [项目/决策]

Imagine this has completely failed. Working backward:
1. What went wrong?
2. What warning signs did we ignore?
3. What assumptions proved false?
4. What can we do NOW to prevent this?"

gemini -m pro -o text -e "" "Analyze opportunity costs for: [决策]

If we choose this:
1. What are we NOT doing?
2. What resources are locked up?
3. What options are foreclosed?
4. What's the cost of reversing?"

gemini -m pro -o text -e "" "Explore second-order effects of: [行动/决策]

First-order effect: [显而易见的结果]

Now trace the chain:
- What does that cause?
- Who responds and how?
- What unintended consequences emerge?
- What feedback loops are created?"

gemini -m pro -o text -e "" "Evaluate architecture options:

CONTEXT: Building a real-time collaborative editor

OPTIONS:
1. Operational Transform (OT)
2. CRDTs
3. Custom sync engine

CRITERIA:
- Correctness guarantees
- Performance at scale
- Implementation complexity
- Offline support

Provide detailed analysis and recommendation."

gemini -m pro -o text -e "" "Think through this design decision:

PROBLEM: Where to put validation logic - in the controller, service, or model?

Consider:
- Separation of concerns
- Testability
- Maintainability
- Real-world examples
- What experienced developers prefer and why"

gemini -m pro -o text -e "" "Help me think through debugging this issue:

SYMPTOM: [现象描述]
CONTEXT: [系统描述]
TRIED: [已尝试的方法]

1. What does this symptom tell us?
2. What's the most likely root cause?
3. What's the most costly root cause?
4. What's the quickest diagnostic test?
5. In what order should I investigate?"

具体明确 - 模糊的问题只能得到模糊的分析
提供背景 - 包含约束条件和需求
要求结构化 - 要求使用框架、标准、评分
挑战输出结果 - 使用后续问题
记录推理过程 - 保存好的分析以供将来参考

2026 年 1 月 24 日

🇺🇸English

Think - Structured Reasoning

Apply structured thinking frameworks to complex problems.

Prerequisites

Gemini CLI installed:

pip install google-generativeai
export GEMINI_API_KEY=your_api_key

CLI Reference

All commands use Gemini with structured prompts:

gemini -m pro -o text -e "" "Your prompt"

Thinking Operations

Deep Analysis

Multi-framework reasoning on complex problems:

gemini -m pro -o text -e "" "Analyze this problem using multiple thinking frameworks:

PROBLEM: [Your problem]

Apply these frameworks:
1. First Principles - Break down to fundamental truths
2. Systems Thinking - Map components and interactions
3. Inversion - What would make this fail?
4. Second-Order Effects - What happens after the obvious?

For each framework:
- Key insights
- Blind spots it reveals
- Actionable implications

Synthesize into a coherent recommendation."

Quick Think

Fast reasoning on simpler questions:

gemini -m pro -o text -e "" "Think through this question step by step:

[Your question]

Provide:
1. Initial reaction
2. Key considerations
3. Potential pitfalls
4. Recommended approach"

Challenge an Idea

Stress-test a proposal:

gemini -m pro -o text -e "" "Challenge this idea rigorously:

IDEA: [The idea to challenge]
CONTEXT: [Relevant context]

Apply these challenges:
1. Steel man the counterargument
2. Identify hidden assumptions
3. Find edge cases that break it
4. Consider who might disagree and why
5. What evidence would change your mind?

Conclude with: Should we proceed, modify, or abandon?"

Evaluate Options

Compare multiple choices:

gemini -m pro -o text -e "" "Evaluate these options for: [Decision question]

OPTIONS:
1. [Option A]
2. [Option B]
3. [Option C]

CRITERIA:
- [Criterion 1]
- [Criterion 2]
- [Criterion 3]

For each option:
- Score against each criterion (1-5)
- Key advantages
- Key risks
- Hidden costs

Provide a clear recommendation with reasoning."

Thinking Frameworks

First Principles

gemini -m pro -o text -e "" "Apply first principles thinking to: [problem]

1. What do we know for certain? (facts, not assumptions)
2. What are we assuming? (challenge each)
3. What's the simplest explanation?
4. Build up from fundamentals"

Pre-Mortem

gemini -m pro -o text -e "" "Conduct a pre-mortem for: [project/decision]

Imagine this has completely failed. Working backward:
1. What went wrong?
2. What warning signs did we ignore?
3. What assumptions proved false?
4. What can we do NOW to prevent this?"

Opportunity Cost

gemini -m pro -o text -e "" "Analyze opportunity costs for: [decision]

If we choose this:
1. What are we NOT doing?
2. What resources are locked up?
3. What options are foreclosed?
4. What's the cost of reversing?"

Second-Order Effects

gemini -m pro -o text -e "" "Explore second-order effects of: [action/decision]

First-order effect: [The obvious outcome]

Now trace the chain:
- What does that cause?
- Who responds and how?
- What unintended consequences emerge?
- What feedback loops are created?"

Use Cases

Architecture Decisions

gemini -m pro -o text -e "" "Evaluate architecture options:

CONTEXT: Building a real-time collaborative editor

OPTIONS:
1. Operational Transform (OT)
2. CRDTs
3. Custom sync engine

CRITERIA:
- Correctness guarantees
- Performance at scale
- Implementation complexity
- Offline support

Provide detailed analysis and recommendation."

Code Design

gemini -m pro -o text -e "" "Think through this design decision:

PROBLEM: Where to put validation logic - in the controller, service, or model?

Consider:
- Separation of concerns
- Testability
- Maintainability
- Real-world examples
- What experienced developers prefer and why"

Debugging Strategy

gemini -m pro -o text -e "" "Help me think through debugging this issue:

SYMPTOM: [What's happening]
CONTEXT: [System description]
TRIED: [What you've already attempted]

1. What does this symptom tell us?
2. What's the most likely root cause?
3. What's the most costly root cause?
4. What's the quickest diagnostic test?
5. In what order should I investigate?"

Best Practices

Be specific - Vague problems get vague analysis
Provide context - Include constraints and requirements
Request structure - Ask for frameworks, criteria, scores
Challenge the output - Use follow-up questions
Capture reasoning - Save good analyses for future reference

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Repository

johnlindquist/claude

GitHub Stars

First Seen

Jan 24, 2026

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Think结构化推理工具：使用Gemini CLI进行深度分析、快速思考与决策评估

🇨🇳中文介绍

Think - 结构化推理

前提条件

CLI 参考

思考操作

深度分析

快速思考

相关 Skills

挑战想法

评估选项

思维框架

第一性原理

事前剖析

机会成本

二阶效应

使用案例

架构决策

代码设计

调试策略

最佳实践