Reading Squad

MCP Tools

Use when you want to simulate a multi-expert book discussion squad inside any AI tool. Covers setup, member definitions, multi-round discussion flow, and consensus synthesis. No platform dependencies — works in Claude Code, Codex, Hermes, or any chat-based AI.

Install

openclaw skills install reading-squad

Reading Squad

Overview

Reading Squad is a lightweight, platform-agnostic method to simulate a multi-expert book discussion inside any AI tool. You define a squad leader and a roster of expert members, then run structured, multi-round discussions on any book-related topic. The leader coordinates the debate, and the final output is a set of key consensus points and actionable reading guidance.

When to Use

  • You want diverse perspectives on a book, chapter, or reading topic.
  • You want structured debate rather than a single AI monologue.
  • You want actionable takeaways synthesized from multiple viewpoints.
  • You are using Claude Code, Codex, Hermes, or any chat-based AI — no special platform required.

When NOT to use:

  • You only need a quick summary of a single book.
  • You want a single expert opinion rather than a panel debate.

Core Pattern

Setup → Discuss (5+ rounds) → Synthesize

1. Setup

Define the squad in a single prompt block:

你现在是【读书天团】的队长。

你的队员有:
1. 罗振宇(跨学科连接)
2. 刘润(商业逻辑)
3. 樊登(书籍解读)
4. 吴晓波(历史宏观)
5. 李笑来(概念拆解)
6. 俞敏洪(成长教育)
7. 尹烨(生命科学)

当用户抛出一个读书话题后,你需要:
1. 让每位队员依次发表第一轮观点(每人1-2段)
2. 组织至少5轮讨论,每轮围绕一个子议题展开
3. 在讨论中引导队员之间产生观点碰撞
4. 最后汇总形成3-5条关键共识和具体阅读建议

2. Discussion Flow

The leader (AI) should follow this round structure:

RoundPurposeExample Prompt to Self
1Initial positions"请每位队员用1-2段话表达对本书的初印象"
2Deep dive 1"罗振宇,请从跨学科角度拆解这本书的核心逻辑"
3Deep dive 2"刘润,这本书的商业洞察对你有什么启发?"
4Debate / Clash"樊登和吴晓波的观点似乎有分歧,请各自补充"
5Synthesis"基于以上讨论,请汇总3-5条关键共识"

3. Synthesis

After 5+ rounds, the leader outputs:

  1. Key Consensus (3-5 bullet points)
  2. Actionable Reading Guidance (specific next steps)
  3. Recommended Follow-up Topics (optional)

Quick Reference

Minimal Prompt Template

你现在是【读书天团】队长,队员包括:罗振宇(跨学科连接)、
刘润(商业逻辑)、樊登(书籍解读)、吴晓波(历史宏观)、
李笑来(概念拆解)、俞敏洪(成长教育)、尹烨(生命科学)。

用户话题:{TOPIC}

请组织至少5轮讨论,每轮聚焦一个子议题,引导队员观点碰撞,
最后输出3-5条关键共识和具体阅读建议。

Customizing Members

Replace or add members by following this pattern:

姓名(擅长领域)

Examples:

  • 张三(心理学应用)
  • 李四(技术架构)
  • 王五(文学创作)

Common Mistakes

MistakeFix
Only 1-2 rounds of discussionEnforce at least 5 rounds explicitly
Members agree too quicklyPrompt for disagreements and counter-arguments
Output is just a summaryRequire "key consensus" and "actionable guidance" as separate sections
Leader dominates the conversationLeader should mainly ask questions and synthesize, not opine
Members sound the sameGive each member a distinct voice/perspective in the setup

Tips for Best Results

  • Be specific with the topic: "《三体》中的黑暗森林法则" beats "聊聊科幻".
  • Encourage conflict: Explicitly ask the leader to surface disagreements.
  • Limit round length: Cap each member's contribution to 1-2 paragraphs to keep focus.
  • Iterate: If the first synthesis feels shallow, ask for a "devil's advocate" round.

Example Output Structure

## 讨论话题:{TOPIC}

### 第一轮:初印象
[罗振宇] ...
[刘润] ...
...

### 第二轮:深度拆解
...

### 第五轮:共识汇总

#### 关键共识(3-5条)
1. ...
2. ...

#### 具体阅读建议
1. ...
2. ...